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Refactor all Ultralytics Solutions (#12790)

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Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: RizwanMunawar <chr043416@gmail.com>
This commit is contained in:
Glenn Jocher 2024-05-18 18:14:42 +02:00 • committed by GitHub
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commit 2af71d15a6
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134 changed files with 845 additions and 1020 deletions
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2
docs/build_reference.py
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@ -51,7 +51,7 @@ def create_markdown(py_filepath: Path, module_path: str, classes: list, function
f"# Reference for `{module_path}.py`\n\n" f"# Reference for `{module_path}.py`\n\n"
f"!!! Note\n\n" f"!!! Note\n\n"
f" This file is available at [{url}]({url}). If you spot a problem please help fix it by [contributing]" f" This file is available at [{url}]({url}). If you spot a problem please help fix it by [contributing]"
f"(https://docs.ultralytics.com/help/contributing/) a [Pull Request]({edit}) 🛠️. Thank you 🙏!\n\n" f"(/help/contributing.md) a [Pull Request]({edit}) 🛠️. Thank you 🙏!\n\n"
) )
md_content = ["<br><br>\n"] + [f"## ::: {module_name}.{class_name}\n\n<br><br>\n" for class_name in classes] md_content = ["<br><br>\n"] + [f"## ::: {module_name}.{class_name}\n\n<br><br>\n" for class_name in classes]
md_content.extend(f"## ::: {module_name}.{func_name}\n\n<br><br>\n" for func_name in functions) md_content.extend(f"## ::: {module_name}.{func_name}\n\n<br><br>\n" for func_name in functions)

28
docs/en/guides/distance-calculation.md
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@ -42,8 +42,7 @@ Measuring the gap between two objects is known as distance calculation within a
=== "Video Stream" === "Video Stream"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import distance_calculation
import cv2 import cv2
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
@ -54,14 +53,10 @@ Measuring the gap between two objects is known as distance calculation within a
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
# Video writer # Video writer
video_writer = cv2.VideoWriter("distance_calculation.avi", video_writer = cv2.VideoWriter("distance_calculation.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
# Init distance-calculation obj # Init distance-calculation obj
dist_obj = distance_calculation.DistanceCalculation() dist_obj = solutions.DistanceCalculation(names=names, view_img=True)
dist_obj.set_args(names=names, view_img=True)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -84,15 +79,16 @@ Measuring the gap between two objects is known as distance calculation within a
- Mouse Right Click will delete all drawn points - Mouse Right Click will delete all drawn points
- Mouse Left Click can be used to draw points - Mouse Left Click can be used to draw points
### Optional Arguments `set_args` ### Arguments `DistanceCalculation()`
| Name | Type | Default | Description | | `Name` | `Type` | `Default` | Description |
|------------------|--------|-----------------|--------------------------------------------------------| |--------------------|---------|-----------------|-----------------------------------------------------------|
| `names` | `dict` | `None` | Classes names | | `names` | `dict` | `None` | Dictionary mapping class indices to class names. |
| `view_img` | `bool` | `False` | Display frames with counts | | `pixels_per_meter` | `int` | `10` | Conversion factor from pixels to meters. |
| `line_thickness` | `int` | `2` | Increase bounding boxes thickness | | `view_img` | `bool` | `False` | Flag to indicate if the video stream should be displayed. |
| `line_color` | `RGB` | `(255, 255, 0)` | Line Color for centroids mapping on two bounding boxes | | `line_thickness` | `int` | `2` | Thickness of the lines drawn on the image. |
| `centroid_color` | `RGB` | `(255, 0, 255)` | Centroid color for each bounding box | | `line_color` | `tuple` | `(255, 255, 0)` | Color of the lines drawn on the image (BGR format). |
| `centroid_color` | `tuple` | `(255, 0, 255)` | Color of the centroids drawn (BGR format). |
### Arguments `model.track` ### Arguments `model.track`

157
docs/en/guides/heatmaps.md
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@ -44,8 +44,7 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
=== "Heatmap" === "Heatmap"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import heatmap
import cv2 import cv2
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
@ -54,19 +53,13 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
# Video writer # Video writer
video_writer = cv2.VideoWriter("heatmap_output.avi", video_writer = cv2.VideoWriter("heatmap_output.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
# Init heatmap # Init heatmap
heatmap_obj = heatmap.Heatmap() heatmap_obj = solutions.Heatmap(colormap=cv2.COLORMAP_PARULA,
heatmap_obj.set_args(colormap=cv2.COLORMAP_PARULA, view_img=True,
imw=w, shape="circle",
imh=h, classes_names=model.names)
view_img=True,
shape="circle",
classes_names=model.names)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -87,8 +80,7 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
=== "Line Counting" === "Line Counting"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import heatmap
import cv2 import cv2
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
@ -97,30 +89,24 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
# Video writer # Video writer
video_writer = cv2.VideoWriter("heatmap_output.avi", video_writer = cv2.VideoWriter("heatmap_output.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
line_points = [(20, 400), (1080, 404)] # line for object counting line_points = [(20, 400), (1080, 404)] # line for object counting
# Init heatmap # Init heatmap
heatmap_obj = heatmap.Heatmap() heatmap_obj = solutions.Heatmap(colormap=cv2.COLORMAP_PARULA,
heatmap_obj.set_args(colormap=cv2.COLORMAP_PARULA, view_img=True,
imw=w, shape="circle",
imh=h, count_reg_pts=line_points,
view_img=True, classes_names=model.names)
shape="circle",
count_reg_pts=line_points,
classes_names=model.names)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
if not success: if not success:
print("Video frame is empty or video processing has been successfully completed.") print("Video frame is empty or video processing has been successfully completed.")
break break
tracks = model.track(im0, persist=True, show=False)
tracks = model.track(im0, persist=True, show=False)
im0 = heatmap_obj.generate_heatmap(im0, tracks) im0 = heatmap_obj.generate_heatmap(im0, tracks)
video_writer.write(im0) video_writer.write(im0)
@ -131,8 +117,7 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
=== "Polygon Counting" === "Polygon Counting"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
import heatmap
import cv2 import cv2
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
@ -150,22 +135,19 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360), (20, 400)] region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360), (20, 400)]
# Init heatmap # Init heatmap
heatmap_obj = heatmap.Heatmap() heatmap_obj = solutions.Heatmap(colormap=cv2.COLORMAP_PARULA,
heatmap_obj.set_args(colormap=cv2.COLORMAP_PARULA, view_img=True,
imw=w, shape="circle",
imh=h, count_reg_pts=region_points,
view_img=True, classes_names=model.names)
shape="circle",
count_reg_pts=region_points,
classes_names=model.names)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
if not success: if not success:
print("Video frame is empty or video processing has been successfully completed.") print("Video frame is empty or video processing has been successfully completed.")
break break
tracks = model.track(im0, persist=True, show=False)
tracks = model.track(im0, persist=True, show=False)
im0 = heatmap_obj.generate_heatmap(im0, tracks) im0 = heatmap_obj.generate_heatmap(im0, tracks)
video_writer.write(im0) video_writer.write(im0)
@ -177,8 +159,7 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
=== "Region Counting" === "Region Counting"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import heatmap
import cv2 import cv2
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
@ -187,31 +168,25 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
# Video writer # Video writer
video_writer = cv2.VideoWriter("heatmap_output.avi", video_writer = cv2.VideoWriter("heatmap_output.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
# Define region points # Define region points
region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360)] region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360)]
# Init heatmap # Init heatmap
heatmap_obj = heatmap.Heatmap() heatmap_obj = solutions.Heatmap(colormap=cv2.COLORMAP_PARULA,
heatmap_obj.set_args(colormap=cv2.COLORMAP_PARULA, view_img=True,
imw=w, shape="circle",
imh=h, count_reg_pts=region_points,
view_img=True, classes_names=model.names)
shape="circle",
count_reg_pts=region_points,
classes_names=model.names)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
if not success: if not success:
print("Video frame is empty or video processing has been successfully completed.") print("Video frame is empty or video processing has been successfully completed.")
break break
tracks = model.track(im0, persist=True, show=False)
tracks = model.track(im0, persist=True, show=False)
im0 = heatmap_obj.generate_heatmap(im0, tracks) im0 = heatmap_obj.generate_heatmap(im0, tracks)
video_writer.write(im0) video_writer.write(im0)
@ -223,8 +198,7 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
=== "Im0" === "Im0"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import heatmap
import cv2 import cv2
model = YOLO("yolov8s.pt") # YOLOv8 custom/pretrained model model = YOLO("yolov8s.pt") # YOLOv8 custom/pretrained model
@ -233,13 +207,10 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
h, w = im0.shape[:2] # image height and width h, w = im0.shape[:2] # image height and width
# Heatmap Init # Heatmap Init
heatmap_obj = heatmap.Heatmap() heatmap_obj = solutions.Heatmap(colormap=cv2.COLORMAP_PARULA,
heatmap_obj.set_args(colormap=cv2.COLORMAP_PARULA, view_img=True,
imw=w, shape="circle",
imh=h, classes_names=model.names)
view_img=True,
shape="circle",
classes_names=model.names)
results = model.track(im0, persist=True) results = model.track(im0, persist=True)
im0 = heatmap_obj.generate_heatmap(im0, tracks=results) im0 = heatmap_obj.generate_heatmap(im0, tracks=results)
@ -249,8 +220,7 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
=== "Specific Classes" === "Specific Classes"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import heatmap
import cv2 import cv2
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
@ -259,21 +229,15 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
# Video writer # Video writer
video_writer = cv2.VideoWriter("heatmap_output.avi", video_writer = cv2.VideoWriter("heatmap_output.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
classes_for_heatmap = [0, 2] # classes for heatmap classes_for_heatmap = [0, 2] # classes for heatmap
# Init heatmap # Init heatmap
heatmap_obj = heatmap.Heatmap() heatmap_obj = solutions.Heatmap(colormap=cv2.COLORMAP_PARULA,
heatmap_obj.set_args(colormap=cv2.COLORMAP_PARULA, view_img=True,
imw=w, shape="circle",
imh=h, classes_names=model.names)
view_img=True,
shape="circle",
classes_names=model.names)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -291,28 +255,27 @@ A heatmap generated with [Ultralytics YOLOv8](https://github.com/ultralytics/ult
cv2.destroyAllWindows() cv2.destroyAllWindows()
``` ```
### Arguments `set_args` ### Arguments `Heatmap()`
| Name | Type | Default | Description | | Name | Type | Default | Description |
|----------------------|----------------|---------------------|-----------------------------------------------------------| |--------------------|------------------|--------------------|-------------------------------------------------------------------|
| `view_img` | `bool` | `False` | Display the frame with heatmap | | `classes_names` | `dict` | `None` | Dictionary of class names. |
| `colormap` | `cv2.COLORMAP` | `None` | cv2.COLORMAP for heatmap | | `imw` | `int` | `0` | Image width. |
| `imw` | `int` | `None` | Width of Heatmap | | `imh` | `int` | `0` | Image height. |
| `imh` | `int` | `None` | Height of Heatmap | | `colormap` | `int` | `cv2.COLORMAP_JET` | Colormap to use for the heatmap. |
| `line_thickness` | `int` | `2` | Increase bounding boxes and count text thickness | | `heatmap_alpha` | `float` | `0.5` | Alpha blending value for heatmap overlay. |
| `view_in_counts` | `bool` | `True` | Display in-counts only on video frame | | `view_img` | `bool` | `False` | Whether to display the image with the heatmap overlay. |
| `view_out_counts` | `bool` | `True` | Display out-counts only on video frame | | `view_in_counts` | `bool` | `True` | Whether to display the count of objects entering the region. |
| `classes_names` | `dict` | `model.model.names` | Dictionary of Class Names | | `view_out_counts` | `bool` | `True` | Whether to display the count of objects exiting the region. |
| `heatmap_alpha` | `float` | `0.5` | Heatmap alpha value | | `count_reg_pts` | `list` or `None` | `None` | Points defining the counting region (either a line or a polygon). |
| `count_reg_pts` | `list` | `None` | Object counting region points | | `count_txt_color` | `tuple` | `(0, 0, 0)` | Text color for displaying counts. |
| `count_txt_color` | `RGB Color` | `(0, 0, 0)` | Foreground color for Object counts text | | `count_bg_color` | `tuple` | `(255, 255, 255)` | Background color for displaying counts. |
| `count_reg_color` | `RGB Color` | `(255, 0, 255)` | Counting region color | | `count_reg_color` | `tuple` | `(255, 0, 255)` | Color for the counting region. |
| `region_thickness` | `int` | `5` | Counting region thickness value | | `region_thickness` | `int` | `5` | Thickness of the region line. |
| `decay_factor` | `float` | `0.99` | Decay factor for heatmap area removal after specific time | | `line_dist_thresh` | `int` | `15` | Distance threshold for line-based counting. |
| `shape` | `str` | `circle` | Heatmap shape for display "rect" or "circle" supported | | `line_thickness` | `int` | `2` | Thickness of the lines used in drawing. |
| `line_dist_thresh` | `int` | `15` | Euclidean Distance threshold for line counter | | `decay_factor` | `float` | `0.99` | Decay factor for the heatmap to reduce intensity over time. |
| `count_bg_color` | `RGB Color` | `(255, 255, 255)` | Count highlighter color | | `shape` | `str` | `"circle"` | Shape of the heatmap blobs ('circle' or 'rect'). |
| `cls_txtdisplay_gap` | `int` | `50` | Display gap between each class count |
### Arguments `model.track` ### Arguments `model.track`

124
docs/en/guides/object-counting.md
View file

@ -51,9 +51,8 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
=== "Count in Region" === "Count in Region"
```python ```python
from ultralytics import YOLO
from ultralytics.solutions import object_counter
import cv2 import cv2
from ultralytics import YOLO, solutions
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
cap = cv2.VideoCapture("path/to/video/file.mp4") cap = cv2.VideoCapture("path/to/video/file.mp4")
@ -64,18 +63,16 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360)] region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360)]
# Video writer # Video writer
video_writer = cv2.VideoWriter("object_counting_output.avi", video_writer = cv2.VideoWriter("object_counting_output.avi", cv2.VideoWriter_fourcc(*"mp4v"), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
# Init Object Counter # Init Object Counter
counter = object_counter.ObjectCounter() counter = solutions.ObjectCounter(
counter.set_args(view_img=True, view_img=True,
reg_pts=region_points, reg_pts=region_points,
classes_names=model.names, classes_names=model.names,
draw_tracks=True, draw_tracks=True,
line_thickness=2) line_thickness=2,
)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -95,9 +92,8 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
=== "Count in Polygon" === "Count in Polygon"
```python ```python
from ultralytics import YOLO
from ultralytics.solutions import object_counter
import cv2 import cv2
from ultralytics import YOLO, solutions
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
cap = cv2.VideoCapture("path/to/video/file.mp4") cap = cv2.VideoCapture("path/to/video/file.mp4")
@ -108,18 +104,16 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360), (20, 400)] region_points = [(20, 400), (1080, 404), (1080, 360), (20, 360), (20, 400)]
# Video writer # Video writer
video_writer = cv2.VideoWriter("object_counting_output.avi", video_writer = cv2.VideoWriter("object_counting_output.avi", cv2.VideoWriter_fourcc(*"mp4v"), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
# Init Object Counter # Init Object Counter
counter = object_counter.ObjectCounter() counter = solutions.ObjectCounter(
counter.set_args(view_img=True, view_img=True,
reg_pts=region_points, reg_pts=region_points,
classes_names=model.names, classes_names=model.names,
draw_tracks=True, draw_tracks=True,
line_thickness=2) line_thickness=2,
)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -139,9 +133,8 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
=== "Count in Line" === "Count in Line"
```python ```python
from ultralytics import YOLO
from ultralytics.solutions import object_counter
import cv2 import cv2
from ultralytics import YOLO, solutions
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
cap = cv2.VideoCapture("path/to/video/file.mp4") cap = cv2.VideoCapture("path/to/video/file.mp4")
@ -152,18 +145,16 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
line_points = [(20, 400), (1080, 400)] line_points = [(20, 400), (1080, 400)]
# Video writer # Video writer
video_writer = cv2.VideoWriter("object_counting_output.avi", video_writer = cv2.VideoWriter("object_counting_output.avi", cv2.VideoWriter_fourcc(*"mp4v"), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
# Init Object Counter # Init Object Counter
counter = object_counter.ObjectCounter() counter = solutions.ObjectCounter(
counter.set_args(view_img=True, view_img=True,
reg_pts=line_points, reg_pts=line_points,
classes_names=model.names, classes_names=model.names,
draw_tracks=True, draw_tracks=True,
line_thickness=2) line_thickness=2,
)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -183,9 +174,8 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
=== "Specific Classes" === "Specific Classes"
```python ```python
from ultralytics import YOLO
from ultralytics.solutions import object_counter
import cv2 import cv2
from ultralytics import YOLO, solutions
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
cap = cv2.VideoCapture("path/to/video/file.mp4") cap = cv2.VideoCapture("path/to/video/file.mp4")
@ -196,26 +186,23 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
classes_to_count = [0, 2] # person and car classes for count classes_to_count = [0, 2] # person and car classes for count
# Video writer # Video writer
video_writer = cv2.VideoWriter("object_counting_output.avi", video_writer = cv2.VideoWriter("object_counting_output.avi", cv2.VideoWriter_fourcc(*"mp4v"), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
# Init Object Counter # Init Object Counter
counter = object_counter.ObjectCounter() counter = solutions.ObjectCounter(
counter.set_args(view_img=True, view_img=True,
reg_pts=line_points, reg_pts=line_points,
classes_names=model.names, classes_names=model.names,
draw_tracks=True, draw_tracks=True,
line_thickness=2) line_thickness=2,
)
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
if not success: if not success:
print("Video frame is empty or video processing has been successfully completed.") print("Video frame is empty or video processing has been successfully completed.")
break break
tracks = model.track(im0, persist=True, show=False, tracks = model.track(im0, persist=True, show=False, classes=classes_to_count)
classes=classes_to_count)
im0 = counter.start_counting(im0, tracks) im0 = counter.start_counting(im0, tracks)
video_writer.write(im0) video_writer.write(im0)
@ -229,24 +216,27 @@ Object counting with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
You can move the region anywhere in the frame by clicking on its edges You can move the region anywhere in the frame by clicking on its edges
### Optional Arguments `set_args` ### Argument `ObjectCounter`
| Name | Type | Default | Description | Here's a table with the `ObjectCounter` arguments:
|--------------------|-------------|----------------------------|--------------------------------------------------|
| `view_img` | `bool` | `False` | Display frames with counts | | Name | Type | Default | Description |
| `view_in_counts` | `bool` | `True` | Display in-counts only on video frame | |----------------------|---------|----------------------------|------------------------------------------------------------------------|
| `view_out_counts` | `bool` | `True` | Display out-counts only on video frame | | `classes_names` | `dict` | `None` | Dictionary of class names. |
| `line_thickness` | `int` | `2` | Increase bounding boxes and count text thickness | | `reg_pts` | `list` | `[(20, 400), (1260, 400)]` | List of points defining the counting region. |
| `reg_pts` | `list` | `[(20, 400), (1260, 400)]` | Points defining the Region Area | | `count_reg_color` | `tuple` | `(255, 0, 255)` | RGB color of the counting region. |
| `classes_names` | `dict` | `model.model.names` | Dictionary of Class Names | | `count_txt_color` | `tuple` | `(0, 0, 0)` | RGB color of the count text. |
| `count_reg_color` | `RGB Color` | `(255, 0, 255)` | Color of the Object counting Region or Line | | `count_bg_color` | `tuple` | `(255, 255, 255)` | RGB color of the count text background. |
| `track_thickness` | `int` | `2` | Thickness of Tracking Lines | | `line_thickness` | `int` | `2` | Line thickness for bounding boxes. |
| `draw_tracks` | `bool` | `False` | Enable drawing Track lines | | `track_thickness` | `int` | `2` | Thickness of the track lines. |
| `track_color` | `RGB Color` | `(0, 255, 0)` | Color for each track line | | `view_img` | `bool` | `False` | Flag to control whether to display the video stream. |
| `line_dist_thresh` | `int` | `15` | Euclidean Distance threshold for line counter | | `view_in_counts` | `bool` | `True` | Flag to control whether to display the in counts on the video stream. |
| `count_txt_color` | `RGB Color` | `(255, 255, 255)` | Foreground color for Object counts text | | `view_out_counts` | `bool` | `True` | Flag to control whether to display the out counts on the video stream. |
| `region_thickness` | `int` | `5` | Thickness for object counter region or line | | `draw_tracks` | `bool` | `False` | Flag to control whether to draw the object tracks. |
| `count_bg_color` | `RGB Color` | `(255, 255, 255)` | Count highlighter color | | `track_color` | `tuple` | `None` | RGB color of the tracks. |
| `region_thickness` | `int` | `5` | Thickness of the object counting region. |
| `line_dist_thresh` | `int` | `15` | Euclidean distance threshold for line counter. |
| `cls_txtdisplay_gap` | `int` | `50` | Display gap between each class count. |
### Arguments `model.track` ### Arguments `model.track`

34
docs/en/guides/object-cropping.md
View file

@ -83,20 +83,20 @@ Object cropping with [Ultralytics YOLOv8](https://github.com/ultralytics/ultraly
### Arguments `model.predict` ### Arguments `model.predict`
| Name | Type | Default | Description | | Argument | Type | Default | Description |
|-----------------|----------------|------------------------|----------------------------------------------------------------------------| |-----------------|----------------|------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| `source` | `str` | `'ultralytics/assets'` | source directory for images or videos | | `source` | `str` | `'ultralytics/assets'` | Specifies the data source for inference. Can be an image path, video file, directory, URL, or device ID for live feeds. Supports a wide range of formats and sources, enabling flexible application across different types of input. |
| `conf` | `float` | `0.25` | object confidence threshold for detection | | `conf` | `float` | `0.25` | Sets the minimum confidence threshold for detections. Objects detected with confidence below this threshold will be disregarded. Adjusting this value can help reduce false positives. |
| `iou` | `float` | `0.7` | intersection over union (IoU) threshold for NMS | | `iou` | `float` | `0.7` | Intersection Over Union (IoU) threshold for Non-Maximum Suppression (NMS). Lower values result in fewer detections by eliminating overlapping boxes, useful for reducing duplicates. |
| `imgsz` | `int or tuple` | `640` | image size as scalar or (h, w) list, i.e. (640, 480) | | `imgsz` | `int or tuple` | `640` | Defines the image size for inference. Can be a single integer `640` for square resizing or a (height, width) tuple. Proper sizing can improve detection accuracy and processing speed. |
| `half` | `bool` | `False` | use half precision (FP16) | | `half` | `bool` | `False` | Enables half-precision (FP16) inference, which can speed up model inference on supported GPUs with minimal impact on accuracy. |
| `device` | `None or str` | `None` | device to run on, i.e. cuda device=0/1/2/3 or device=cpu | | `device` | `str` | `None` | Specifies the device for inference (e.g., `cpu`, `cuda:0` or `0`). Allows users to select between CPU, a specific GPU, or other compute devices for model execution. |
| `max_det` | `int` | `300` | maximum number of detections per image | | `max_det` | `int` | `300` | Maximum number of detections allowed per image. Limits the total number of objects the model can detect in a single inference, preventing excessive outputs in dense scenes. |
| `vid_stride` | `bool` | `False` | video frame-rate stride | | `vid_stride` | `int` | `1` | Frame stride for video inputs. Allows skipping frames in videos to speed up processing at the cost of temporal resolution. A value of 1 processes every frame, higher values skip frames. |
| `stream_buffer` | `bool` | `False` | buffer all streaming frames (True) or return the most recent frame (False) | | `stream_buffer` | `bool` | `False` | Determines if all frames should be buffered when processing video streams (`True`), or if the model should return the most recent frame (`False`). Useful for real-time applications. |
| `visualize` | `bool` | `False` | visualize model features | | `visualize` | `bool` | `False` | Activates visualization of model features during inference, providing insights into what the model is "seeing". Useful for debugging and model interpretation. |
| `augment` | `bool` | `False` | apply image augmentation to prediction sources | | `augment` | `bool` | `False` | Enables test-time augmentation (TTA) for predictions, potentially improving detection robustness at the cost of inference speed. |
| `agnostic_nms` | `bool` | `False` | class-agnostic NMS | | `agnostic_nms` | `bool` | `False` | Enables class-agnostic Non-Maximum Suppression (NMS), which merges overlapping boxes of different classes. Useful in multi-class detection scenarios where class overlap is common. |
| `classes` | `list[int]` | `None` | filter results by class, i.e. classes=0, or classes=[0,2,3] | | `classes` | `list[int]` | `None` | Filters predictions to a set of class IDs. Only detections belonging to the specified classes will be returned. Useful for focusing on relevant objects in multi-class detection tasks. |
| `retina_masks` | `bool` | `False` | use high-resolution segmentation masks | | `retina_masks` | `bool` | `False` | Uses high-resolution segmentation masks if available in the model. This can enhance mask quality for segmentation tasks, providing finer detail. |
| `embed` | `list[int]` | `None` | return feature vectors/embeddings from given layers | | `embed` | `list[int]` | `None` | Specifies the layers from which to extract feature vectors or embeddings. Useful for downstream tasks like clustering or similarity search.

27
docs/en/guides/parking-management.md
View file

@ -23,7 +23,6 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
| ![Parking lots Analytics Using Ultralytics YOLOv8](https://github.com/RizwanMunawar/RizwanMunawar/assets/62513924/e3d4bc3e-cf4a-4da9-b42e-0da55cc74ad6) | ![Parking management top view using Ultralytics YOLOv8](https://github.com/RizwanMunawar/RizwanMunawar/assets/62513924/fe186719-1aca-43c9-b388-1ded91280eb5) | | ![Parking lots Analytics Using Ultralytics YOLOv8](https://github.com/RizwanMunawar/RizwanMunawar/assets/62513924/e3d4bc3e-cf4a-4da9-b42e-0da55cc74ad6) | ![Parking management top view using Ultralytics YOLOv8](https://github.com/RizwanMunawar/RizwanMunawar/assets/62513924/fe186719-1aca-43c9-b388-1ded91280eb5) |
| Parking management Aeriel View using Ultralytics YOLOv8 | Parking management Top View using Ultralytics YOLOv8 | | Parking management Aeriel View using Ultralytics YOLOv8 | Parking management Top View using Ultralytics YOLOv8 |
## Parking Management System Code Workflow ## Parking Management System Code Workflow
### Selection of Points ### Selection of Points
@ -41,6 +40,7 @@ Parking management with [Ultralytics YOLOv8](https://github.com/ultralytics/ultr
```python ```python
from ultralytics.solutions.parking_management import ParkingPtsSelection, tk from ultralytics.solutions.parking_management import ParkingPtsSelection, tk
root = tk.Tk() root = tk.Tk()
ParkingPtsSelection(root) ParkingPtsSelection(root)
root.mainloop() root.mainloop()
@ -50,7 +50,6 @@ root.mainloop()
![Ultralytics YOLOv8 Points Selection Demo](https://github.com/RizwanMunawar/RizwanMunawar/assets/62513924/72737b8a-0f0f-4efb-98ad-b917a0039535) ![Ultralytics YOLOv8 Points Selection Demo](https://github.com/RizwanMunawar/RizwanMunawar/assets/62513924/72737b8a-0f0f-4efb-98ad-b917a0039535)
### Python Code for Parking Management ### Python Code for Parking Management
!!! Example "Parking management using YOLOv8 Example" !!! Example "Parking management using YOLOv8 Example"
@ -59,7 +58,7 @@ root.mainloop()
```python ```python
import cv2 import cv2
from ultralytics.solutions.parking_management import ParkingManagement from ultralytics import solutions
# Path to json file, that created with above point selection app # Path to json file, that created with above point selection app
polygon_json_path = "bounding_boxes.json" polygon_json_path = "bounding_boxes.json"
@ -72,11 +71,10 @@ root.mainloop()
cv2.CAP_PROP_FPS)) cv2.CAP_PROP_FPS))
# Video writer # Video writer
video_writer = cv2.VideoWriter("parking management.avi", video_writer = cv2.VideoWriter("parking management.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
# Initialize parking management object # Initialize parking management object
management = ParkingManagement(model_path="yolov8n.pt") management = solutions.ParkingManagement(model_path="yolov8n.pt")
while cap.isOpened(): while cap.isOpened():
ret, im0 = cap.read() ret, im0 = cap.read()
@ -99,15 +97,16 @@ root.mainloop()
cv2.destroyAllWindows() cv2.destroyAllWindows()
``` ```
### Optional Arguments `ParkingManagement()` ### Optional Arguments `ParkingManagement`
| Name | Type | Default | Description | | Name | Type | Default | Description |
|--------------------------|-------------|-------------------|-----------------------------------------------------| |--------------------------|---------|-------------------|----------------------------------------|
| `occupied_region_color` | `RGB Color` | `(0, 255, 0)` | Parking space occupied region color | | `model_path` | `str` | `None` | Path to the YOLOv8 model. |
| `available_region_color` | `RGB Color` | `(0, 0, 255)` | Parking space available region color | | `txt_color` | `tuple` | `(0, 0, 0)` | RGB color tuple for text. |
| `margin` | `int` | `10` | Gap between text display for multiple classes count | | `bg_color` | `tuple` | `(255, 255, 255)` | RGB color tuple for background. |
| `txt_color` | `RGB Color` | `(255, 255, 255)` | Foreground color for object counts text | | `occupied_region_color` | `tuple` | `(0, 255, 0)` | RGB color tuple for occupied regions. |
| `bg_color` | `RGB Color` | `(255, 255, 255)` | Rectangle behind text background color | | `available_region_color` | `tuple` | `(0, 0, 255)` | RGB color tuple for available regions. |
| `margin` | `int` | `10` | Margin for text display. |
### Arguments `model.track` ### Arguments `model.track`

76
docs/en/guides/queue-management.md
View file

@ -28,30 +28,23 @@ Queue management using [Ultralytics YOLOv8](https://github.com/ultralytics/ultra
```python ```python
import cv2 import cv2
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import queue_management
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
cap = cv2.VideoCapture("path/to/video/file.mp4") cap = cv2.VideoCapture("path/to/video/file.mp4")
assert cap.isOpened(), "Error reading video file" assert cap.isOpened(), "Error reading video file"
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
cv2.CAP_PROP_FRAME_HEIGHT,
cv2.CAP_PROP_FPS))
video_writer = cv2.VideoWriter("queue_management.avi", video_writer = cv2.VideoWriter("queue_management.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
queue_region = [(20, 400), (1080, 404), (1080, 360), (20, 360)] queue_region = [(20, 400), (1080, 404), (1080, 360), (20, 360)]
queue = queue_management.QueueManager() queue = solutions.QueueManager(classes_names=model.names,
queue.set_args(classes_names=model.names, reg_pts=queue_region,
reg_pts=queue_region, line_thickness=3,
line_thickness=3, fontsize=1.0,
fontsize=1.0, region_color=(255, 144, 31))
region_color=(255, 144, 31))
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -77,30 +70,23 @@ Queue management using [Ultralytics YOLOv8](https://github.com/ultralytics/ultra
```python ```python
import cv2 import cv2
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import queue_management
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
cap = cv2.VideoCapture("path/to/video/file.mp4") cap = cv2.VideoCapture("path/to/video/file.mp4")
assert cap.isOpened(), "Error reading video file" assert cap.isOpened(), "Error reading video file"
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
cv2.CAP_PROP_FRAME_HEIGHT,
cv2.CAP_PROP_FPS))
video_writer = cv2.VideoWriter("queue_management.avi", video_writer = cv2.VideoWriter("queue_management.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
queue_region = [(20, 400), (1080, 404), (1080, 360), (20, 360)] queue_region = [(20, 400), (1080, 404), (1080, 360), (20, 360)]
queue = queue_management.QueueManager() queue = solutions.QueueManager(classes_names=model.names,
queue.set_args(classes_names=model.names, reg_pts=queue_region,
reg_pts=queue_region, line_thickness=3,
line_thickness=3, fontsize=1.0,
fontsize=1.0, region_color=(255, 144, 31))
region_color=(255, 144, 31))
while cap.isOpened(): while cap.isOpened():
success, im0 = cap.read() success, im0 = cap.read()
@ -122,22 +108,22 @@ Queue management using [Ultralytics YOLOv8](https://github.com/ultralytics/ultra
cv2.destroyAllWindows() cv2.destroyAllWindows()
``` ```
### Optional Arguments `set_args` ### Arguments `QueueManager`
| Name | Type | Default | Description | | Name | Type | Default | Description |
|---------------------|-------------|----------------------------|---------------------------------------------| |---------------------|------------------|----------------------------|-------------------------------------------------------------------------------------|
| `view_img` | `bool` | `False` | Display frames with counts | | `classes_names` | `dict` | `model.names` | A dictionary mapping class IDs to class names. |
| `view_queue_counts` | `bool` | `True` | Display Queue counts only on video frame | | `reg_pts` | `list of tuples` | `[(20, 400), (1260, 400)]` | Points defining the counting region polygon. Defaults to a predefined rectangle. |
| `line_thickness` | `int` | `2` | Increase bounding boxes thickness | | `line_thickness` | `int` | `2` | Thickness of the annotation lines. |
| `reg_pts` | `list` | `[(20, 400), (1260, 400)]` | Points defining the Region Area | | `track_thickness` | `int` | `2` | Thickness of the track lines. |
| `classes_names` | `dict` | `model.model.names` | Dictionary of Class Names | | `view_img` | `bool` | `False` | Whether to display the image frames. |
| `region_color` | `RGB Color` | `(255, 0, 255)` | Color of the Object counting Region or Line | | `region_color` | `tuple` | `(255, 0, 255)` | Color of the counting region lines (BGR). |
| `track_thickness` | `int` | `2` | Thickness of Tracking Lines | | `view_queue_counts` | `bool` | `True` | Whether to display the queue counts. |
| `draw_tracks` | `bool` | `False` | Enable drawing Track lines | | `draw_tracks` | `bool` | `False` | Whether to draw tracks of the objects. |
| `track_color` | `RGB Color` | `(0, 255, 0)` | Color for each track line | | `count_txt_color` | `tuple` | `(255, 255, 255)` | Color of the count text (BGR). |
| `count_txt_color` | `RGB Color` | `(255, 255, 255)` | Foreground color for Object counts text | | `track_color` | `tuple` | `None` | Color of the tracks. If `None`, different colors will be used for different tracks. |
| `region_thickness` | `int` | `5` | Thickness for object counter region or line | | `region_thickness` | `int` | `5` | Thickness of the counting region lines. |
| `fontsize` | `float` | `0.6` | Font size of counting text | | `fontsize` | `float` | `0.7` | Font size for the text annotations. |
### Arguments `model.track` ### Arguments `model.track`

33
docs/en/guides/speed-estimation.md
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@ -39,8 +39,7 @@ Speed estimation is the process of calculating the rate of movement of an object
=== "Speed Estimation" === "Speed Estimation"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import speed_estimation
import cv2 import cv2
model = YOLO("yolov8n.pt") model = YOLO("yolov8n.pt")
@ -51,18 +50,14 @@ Speed estimation is the process of calculating the rate of movement of an object
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
# Video writer # Video writer
video_writer = cv2.VideoWriter("speed_estimation.avi", video_writer = cv2.VideoWriter("speed_estimation.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
line_pts = [(0, 360), (1280, 360)] line_pts = [(0, 360), (1280, 360)]
# Init speed-estimation obj # Init speed-estimation obj
speed_obj = speed_estimation.SpeedEstimator() speed_obj = solutions.SpeedEstimator(reg_pts=line_pts,
speed_obj.set_args(reg_pts=line_pts, names=names,
names=names, view_img=True)
view_img=True)
while cap.isOpened(): while cap.isOpened():
@ -86,16 +81,16 @@ Speed estimation is the process of calculating the rate of movement of an object
Speed will be an estimate and may not be completely accurate. Additionally, the estimation can vary depending on GPU speed. Speed will be an estimate and may not be completely accurate. Additionally, the estimation can vary depending on GPU speed.
### Optional Arguments `set_args` ### Arguments `SpeedEstimator`
| Name | Type | Default | Description | | Name | Type | Default | Description |
|--------------------|--------|----------------------------|---------------------------------------------------| |--------------------|--------|----------------------------|------------------------------------------------------|
| `reg_pts` | `list` | `[(20, 400), (1260, 400)]` | Points defining the Region Area | | `names` | `dict` | `None` | Dictionary of class names. |
| `names` | `dict` | `None` | Classes names | | `reg_pts` | `list` | `[(20, 400), (1260, 400)]` | List of region points for speed estimation. |
| `view_img` | `bool` | `False` | Display frames with counts | | `view_img` | `bool` | `False` | Whether to display the image with annotations. |
| `line_thickness` | `int` | `2` | Increase bounding boxes thickness | | `line_thickness` | `int` | `2` | Thickness of the lines for drawing boxes and tracks. |
| `region_thickness` | `int` | `5` | Thickness for object counter region or line | | `region_thickness` | `int` | `5` | Thickness of the region lines. |
| `spdl_dist_thresh` | `int` | `10` | Euclidean Distance threshold for speed check line | | `spdl_dist_thresh` | `int` | `10` | Distance threshold for speed calculation. |
### Arguments `model.track` ### Arguments `model.track`

2
docs/en/guides/vision-eye.md
View file

@ -169,8 +169,6 @@ keywords: Ultralytics, YOLOv8, Object Detection, Object Tracking, IDetection, Vi
|---------------|---------|------------------|--------------------------------------------------| |---------------|---------|------------------|--------------------------------------------------|
| `color` | `tuple` | `(235, 219, 11)` | Line and object centroid color | | `color` | `tuple` | `(235, 219, 11)` | Line and object centroid color |
| `pin_color` | `tuple` | `(255, 0, 255)` | VisionEye pinpoint color | | `pin_color` | `tuple` | `(255, 0, 255)` | VisionEye pinpoint color |
| `thickness` | `int` | `2` | pinpoint to object line thickness |
| `pins_radius` | `int` | `10` | Pinpoint and object centroid point circle radius |
## Note ## Note

47
docs/en/guides/workouts-monitoring.md
View file

@ -39,8 +39,7 @@ Monitoring workouts through pose estimation with [Ultralytics YOLOv8](https://gi
=== "Workouts Monitoring" === "Workouts Monitoring"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import ai_gym
import cv2 import cv2
model = YOLO("yolov8n-pose.pt") model = YOLO("yolov8n-pose.pt")
@ -48,11 +47,10 @@ Monitoring workouts through pose estimation with [Ultralytics YOLOv8](https://gi
assert cap.isOpened(), "Error reading video file" assert cap.isOpened(), "Error reading video file"
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
gym_object = ai_gym.AIGym() # init AI GYM module gym_object = solutions.AIGym(line_thickness=2,
gym_object.set_args(line_thickness=2, view_img=True,
view_img=True, pose_type="pushup",
pose_type="pushup", kpts_to_check=[6, 8, 10])
kpts_to_check=[6, 8, 10])
frame_count = 0 frame_count = 0
while cap.isOpened(): while cap.isOpened():
@ -71,8 +69,7 @@ Monitoring workouts through pose estimation with [Ultralytics YOLOv8](https://gi
=== "Workouts Monitoring with Save Output" === "Workouts Monitoring with Save Output"
```python ```python
from ultralytics import YOLO from ultralytics import YOLO, solutions
from ultralytics.solutions import ai_gym
import cv2 import cv2
model = YOLO("yolov8n-pose.pt") model = YOLO("yolov8n-pose.pt")
@ -80,16 +77,12 @@ Monitoring workouts through pose estimation with [Ultralytics YOLOv8](https://gi
assert cap.isOpened(), "Error reading video file" assert cap.isOpened(), "Error reading video file"
w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS)) w, h, fps = (int(cap.get(x)) for x in (cv2.CAP_PROP_FRAME_WIDTH, cv2.CAP_PROP_FRAME_HEIGHT, cv2.CAP_PROP_FPS))
video_writer = cv2.VideoWriter("workouts.avi", video_writer = cv2.VideoWriter("workouts.avi", cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h))
cv2.VideoWriter_fourcc(*'mp4v'),
fps,
(w, h))
gym_object = ai_gym.AIGym() # init AI GYM module gym_object = solutions.AIGym(line_thickness=2,
gym_object.set_args(line_thickness=2, view_img=True,
view_img=True, pose_type="pushup",
pose_type="pushup", kpts_to_check=[6, 8, 10])
kpts_to_check=[6, 8, 10])
frame_count = 0 frame_count = 0
while cap.isOpened(): while cap.isOpened():
@ -115,16 +108,16 @@ Monitoring workouts through pose estimation with [Ultralytics YOLOv8](https://gi
![keyPoints Order Ultralytics YOLOv8 Pose](https://github.com/ultralytics/ultralytics/assets/62513924/f45d8315-b59f-47b7-b9c8-c61af1ce865b) ![keyPoints Order Ultralytics YOLOv8 Pose](https://github.com/ultralytics/ultralytics/assets/62513924/f45d8315-b59f-47b7-b9c8-c61af1ce865b)
### Arguments `set_args` ### Arguments `AIGym`
| Name | Type | Default | Description | | Name | Type | Default | Description |
|-------------------|--------|----------|----------------------------------------------------------------------------------------| |-------------------|---------|----------|----------------------------------------------------------------------------------------|
| `kpts_to_check` | `list` | `None` | List of three keypoints index, for counting specific workout, followed by keypoint Map | | `kpts_to_check` | `list` | `None` | List of three keypoints index, for counting specific workout, followed by keypoint Map |
| `view_img` | `bool` | `False` | Display the frame with counts | | `line_thickness` | `int` | `2` | Thickness of the lines drawn. |
| `line_thickness` | `int` | `2` | Increase the thickness of count value | | `view_img` | `bool` | `False` | Flag to display the image. |
| `pose_type` | `str` | `pushup` | Pose that need to be monitored, `pullup` and `abworkout` also supported | | `pose_up_angle` | `float` | `145.0` | Angle threshold for the 'up' pose. |
| `pose_up_angle` | `int` | `145` | Pose Up Angle value | | `pose_down_angle` | `float` | `90.0` | Angle threshold for the 'down' pose. |
| `pose_down_angle` | `int` | `90` | Pose Down Angle value | | `pose_type` | `str` | `pullup` | Type of pose to detect (`'pullup`', `pushup`, `abworkout`). |
### Arguments `model.predict` ### Arguments `model.predict`

2
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Configuration, cfg2dict, handle_deprecation, merge_
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/cfg/__init__.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/cfg/__init__.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Pro
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/annotator.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/annotator.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, Lette
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/base.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/base.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/build.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/build.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/data/converter.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segme
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/converter.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/converter.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/data/dataset.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data m
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -8,7 +8,7 @@ keywords: Ultralytics, explorer.py, data explorer, Semantic search, vector simil
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/explorer.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/explorer.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
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@ -8,7 +8,7 @@ keywords: Ultralytics, data explorer, gui, function reference, documentation, AI
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -8,7 +8,7 @@ keywords: Ultralytics, data explorer, function reference, documentation, get tab
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO,
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/loaders.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/loaders.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, DOTA dataset, object detection, image processing, p
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/split_dota.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/split_dota.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mas
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/utils.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/utils.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, Exporter, IOSDetectModel, Export Formats, Try export
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/exporter.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/exporter.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/engine/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, engine model, documentation, guide, implementation,
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/model.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/model.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, BasePredictor, YOLO, prediction, engine
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/predictor.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/predictor.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/engine/results.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/results.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/results.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, BaseTrainer, Machine Learning, Training Control, Python l
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/trainer.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/trainer.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, Tuner, YOLO, hyperparameter tuning, optimization, object
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/tuner.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/tuner.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, BaseValidator, Ultralytics engine, module, components
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/validator.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/validator.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, hub functions, model export, dataset check, reset model,
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/__init__.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/__init__.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, Auth, API documentation, User Authentication, AI, Machine
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/auth.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/auth.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, HUBTrainingSession, Documentation, Model Training, AI, Ma
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/session.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/session.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, Events, request_with_credentials, smart_request, Ultralyt
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/utils.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/utils.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAM model, Model documentation, Efficient model train
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/model.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/model.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPredictor, predictive modeling, AI optimization, m
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPrompt, machine learning, model, guide, documentat
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/prompt.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/prompt.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, bounding boxes, Bboxes, image borders, object detection,
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/utils.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/utils.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMValidator, model, synthetic, AI, machine learning,
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/nas/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, NAS model, NAS guide, machine learning, model documentati
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/model.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/model.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/nas/predict.md
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@ -7,7 +7,7 @@ keywords: NASPredictor, Ultralytics, Ultralytics model, model architecture, effi
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/nas/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, NASValidator, models.nas.val.NASValidator, AI models, all
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/rtdetr/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETR model, Ultralytics models, object detection, Ultra
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/model.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/model.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/rtdetr/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRPredictor, model documentation, guide, real-time ob
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/rtdetr/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRTrainer, model training, Ultralytics models, PyTorc
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/train.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/train.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/rtdetr/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRDataset, RTDETRValidator, real-time object detectio
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, Mask Data, Transformation, Encoding, RLE encoding, Image
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/amg.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/amg.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/build.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/build.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/sam/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Co
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/model.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/model.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/sam/modules/decoders.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine le
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/sam/modules/encoders.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, Positi
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/sam/modules/sam.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics do
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/sam/modules/tiny_encoder.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, Ba
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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@ -7,7 +7,7 @@ keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/sam/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine lea
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/utils/loss.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss funct
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/loss.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/loss.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/utils/ops.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/ops.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/ops.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/classify/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/classify/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training pro
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/train.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/train.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/classify/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fi
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/detect/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detecti
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/detect/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Lea
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/train.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/train.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/detect/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, re
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/model.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning,
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/model.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/model.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/obb/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, OBBPredictor, YOLO, Oriented Bounding Box, object detecti
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/obb/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO OBB Trainer, Oriented Bounding Box, OBB model traini
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/train.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/train.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/obb/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, OBBValidator, object detection, oriented bounding b
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/pose/predict.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive mod
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/pose/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom dat
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/train.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/train.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/models/yolo/pose/val.md
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@ -7,7 +7,7 @@ keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/segment/predict.md
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@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, object detection, segmentation predictor
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/predict.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/predict.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/segment/train.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object det
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/train.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/train.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/segment/val.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image cl
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/val.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/val.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/world/train.md
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@ -2,7 +2,7 @@
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/models/yolo/world/train_world.md
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@ -2,7 +2,7 @@
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py). If you spot a problem please help fix it by [contributing](../../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train_world.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train_world.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/nn/autobackend.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/autobackend.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/autobackend.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/nn/modules/block.md
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@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, S
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/block.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/block.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/nn/modules/conv.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostC
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/conv.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/conv.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/nn/modules/head.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/head.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/head.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/nn/modules/transformer.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/nn/modules/utils.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, in
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/utils.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/utils.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/nn/tasks.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectio
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/tasks.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/tasks.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/solutions/ai_gym.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, AI Gym, pose estimation, real-time tracking, machin
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/ai_gym.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/ai_gym.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/solutions/distance_calculation.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, distance calculation, object tracking, data visuali
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/distance_calculation.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/distance_calculation.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/solutions/heatmap.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, heatmaps, object tracking, data visualization, real
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/heatmap.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/heatmap.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/solutions/object_counter.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, object tracking software, real-time counting solutio
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/object_counter.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/object_counter.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/solutions/parking_management.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, object tracking software, real-time counting solutio
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/parking_management.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/parking_management.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/solutions/queue_management.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, AI Queue Management, retail analytics, queue detect
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/queue_management.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/queue_management.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/solutions/speed_estimation.md
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@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, speed estimation software, real-time vehicle trackin
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/speed_estimation.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/speed_estimation.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/trackers/basetrack.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics d
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/basetrack.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/basetrack.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/trackers/bot_sort.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/bot_sort.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/bot_sort.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/trackers/byte_tracker.md
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@ -7,7 +7,7 @@ keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker,
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/byte_tracker.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/byte_tracker.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/trackers/track.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on predict start, register tracker, prediction func
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/track.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/track.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/trackers/utils/gmc.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics track
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/gmc.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/gmc.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/trackers/utils/kalman_filter.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/kalman_filter.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/kalman_filter.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/trackers/utils/matching.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignmen
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/matching.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/matching.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/utils/__init__.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_lo
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/__init__.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/__init__.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

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docs/en/reference/utils/autobatch.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learn
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/autobatch.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/autobatch.py) 🛠️. Thank you 🙏!
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2
docs/en/reference/utils/benchmarks.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance o
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). If you spot a problem please help fix it by [contributing](../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/benchmarks.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/benchmarks.py) 🛠️. Thank you 🙏!
<br><br> <br><br>

2
docs/en/reference/utils/callbacks/base.md
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@ -7,7 +7,7 @@ keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predi
!!! Note !!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). If you spot a problem please help fix it by [contributing](../../../help/contributing.md/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) 🛠️. Thank you 🙏! This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). If you spot a problem please help fix it by [contributing](/help/contributing.md) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) 🛠️. Thank you 🙏!
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