ultralytics 8.0.235 YOLOv8 OBB train, val, predict and export (#4499)

Co-authored-by: Yash Khurana <ykhurana6@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Swamita Gupta <swamita2001@gmail.com>
Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com>
Co-authored-by: Laughing-q <1185102784@qq.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
Co-authored-by: Laughing-q <1182102784@qq.com>

docs/en/reference/data/split_dota.md

@@ -0,0 +1,39 @@
+# Reference for `ultralytics/data/split_dota.py`
+
+!!! 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](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/split_dota.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.bbox_iof
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.load_yolo_dota
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.get_windows
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.get_window_obj
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.crop_and_save
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.split_images_and_labels
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.split_trainval
+
+<br><br>
+
+## ::: ultralytics.data.split_dota.split_test
+
+<br><br>

docs/en/reference/engine/results.md

@@ -34,3 +34,7 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints
 ## ::: ultralytics.engine.results.Probs
 
 <br><br>
+
+## ::: ultralytics.engine.results.OBB
+
+<br><br>

docs/en/reference/models/yolo/obb/predict.md

@@ -0,0 +1,11 @@
+# Reference for `ultralytics/models/yolo/obb/predict.py`
+
+!!! 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](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/predict.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.obb.predict.OBBPredictor
+
+<br><br>

docs/en/reference/models/yolo/obb/train.md

@@ -0,0 +1,11 @@
+# Reference for `ultralytics/models/yolo/obb/train.py`
+
+!!! 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](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/train.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.obb.train.OBBTrainer
+
+<br><br>

docs/en/reference/models/yolo/obb/val.md

@@ -0,0 +1,11 @@
+# Reference for `ultralytics/models/yolo/obb/val.py`
+
+!!! 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](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/val.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.obb.val.OBBValidator
+
+<br><br>

docs/en/reference/nn/modules/head.md

@@ -19,6 +19,10 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
 
 <br><br>
 
+## ::: ultralytics.nn.modules.head.OBB
+
+<br><br>
+
 ## ::: ultralytics.nn.modules.head.Pose
 
 <br><br>

docs/en/reference/nn/tasks.md

@@ -19,6 +19,10 @@ keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectio
 
 <br><br>
 
+## ::: ultralytics.nn.tasks.OBBModel
+
+<br><br>
+
 ## ::: ultralytics.nn.tasks.SegmentationModel
 
 <br><br>

docs/en/reference/utils/loss.md

@@ -23,6 +23,10 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss,
 
 <br><br>
 
+## ::: ultralytics.utils.loss.RotatedBboxLoss
+
+<br><br>
+
 ## ::: ultralytics.utils.loss.KeypointLoss
 
 <br><br>
@@ -42,3 +46,7 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss,
 ## ::: ultralytics.utils.loss.v8ClassificationLoss
 
 <br><br>
+
+## ::: ultralytics.utils.loss.v8OBBLoss
+
+<br><br>

docs/en/reference/utils/metrics.md

@@ -35,6 +35,10 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio
 
 <br><br>
 
+## ::: ultralytics.utils.metrics.OBBMetrics
+
+<br><br>
+
 ## ::: ultralytics.utils.metrics.bbox_ioa
 
 <br><br>
@@ -55,6 +59,18 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio
 
 <br><br>
 
+## ::: ultralytics.utils.metrics._get_covariance_matrix
+
+<br><br>
+
+## ::: ultralytics.utils.metrics.probiou
+
+<br><br>
+
+## ::: ultralytics.utils.metrics.batch_probiou
+
+<br><br>
+
 ## ::: ultralytics.utils.metrics.smooth_BCE
 
 <br><br>

docs/en/reference/utils/ops.md

@@ -27,6 +27,10 @@ keywords: Ultralytics YOLO, Utility Operations, segment2box, make_divisible, cli
 
 <br><br>
 
+## ::: ultralytics.utils.ops.nms_rotated
+
+<br><br>
+
 ## ::: ultralytics.utils.ops.non_max_suppression
 
 <br><br>

docs/en/reference/utils/plotting.md

@@ -47,6 +47,10 @@ keywords: Ultralytics, plotting, utils, color annotation, label plotting, image
 
 <br><br>
 
+## ::: ultralytics.utils.plotting.output_to_rotated_target
+
+<br><br>
+
 ## ::: ultralytics.utils.plotting.feature_visualization
 
 <br><br>

docs/en/reference/utils/tal.md

@@ -15,11 +15,7 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch
 
 <br><br>
 
-## ::: ultralytics.utils.tal.select_candidates_in_gts
-
-<br><br>
-
-## ::: ultralytics.utils.tal.select_highest_overlaps
+## ::: ultralytics.utils.tal.RotatedTaskAlignedAssigner
 
 <br><br>
 
@@ -34,3 +30,7 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch
 ## ::: ultralytics.utils.tal.bbox2dist
 
 <br><br>
+
+## ::: ultralytics.utils.tal.dist2rbox
+
+<br><br>