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Signed-off-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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docs/en/modes/benchmark.md
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@ -6,7 +6,7 @@ keywords: model benchmarking, YOLOv8, Ultralytics, performance evaluation, expor
# Model Benchmarking with Ultralytics YOLO
<img width="1024" src="https://github.com/ultralytics/assets/raw/main/yolov8/banner-integrations.png" alt="Ultralytics YOLO ecosystem and integrations">
<img width="1024" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-ecosystem-integrations.avif" alt="Ultralytics YOLO ecosystem and integrations">
## Introduction

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docs/en/modes/export.md
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@ -6,7 +6,7 @@ keywords: YOLOv8, Model Export, ONNX, TensorRT, CoreML, Ultralytics, AI, Machine
# Model Export with Ultralytics YOLO
<img width="1024" src="https://github.com/ultralytics/assets/raw/main/yolov8/banner-integrations.png" alt="Ultralytics YOLO ecosystem and integrations">
<img width="1024" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-ecosystem-integrations.avif" alt="Ultralytics YOLO ecosystem and integrations">
## Introduction

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docs/en/modes/index.md
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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, machine learning, model training, validation, pre
# Ultralytics YOLOv8 Modes
<img width="1024" src="https://github.com/ultralytics/assets/raw/main/yolov8/banner-integrations.png" alt="Ultralytics YOLO ecosystem and integrations">
<img width="1024" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-ecosystem-integrations.avif" alt="Ultralytics YOLO ecosystem and integrations">
## Introduction

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docs/en/modes/predict.md
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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, model prediction, inference, predict mode, real-t
# Model Prediction with Ultralytics YOLO
<img width="1024" src="https://github.com/ultralytics/assets/raw/main/yolov8/banner-integrations.png" alt="Ultralytics YOLO ecosystem and integrations">
<img width="1024" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-ecosystem-integrations.avif" alt="Ultralytics YOLO ecosystem and integrations">
## Introduction

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docs/en/modes/track.md
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@ -6,7 +6,7 @@ keywords: multi-object tracking, Ultralytics YOLO, video analytics, real-time tr
# Multi-Object Tracking with Ultralytics YOLO
<img width="1024" src="https://user-images.githubusercontent.com/26833433/243418637-1d6250fd-1515-4c10-a844-a32818ae6d46.png" alt="Multi-object tracking examples">
<img width="1024" src="https://github.com/ultralytics/docs/releases/download/0/multi-object-tracking-examples.avif" alt="Multi-object tracking examples">
Object tracking in the realm of video analytics is a critical task that not only identifies the location and class of objects within the frame but also maintains a unique ID for each detected object as the video progresses. The applications are limitless—ranging from surveillance and security to real-time sports analytics.

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docs/en/modes/train.md
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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, model training, deep learning, object detection,
# Model Training with Ultralytics YOLO
<img width="1024" src="https://github.com/ultralytics/assets/raw/main/yolov8/banner-integrations.png" alt="Ultralytics YOLO ecosystem and integrations">
<img width="1024" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-ecosystem-integrations.avif" alt="Ultralytics YOLO ecosystem and integrations">
## Introduction

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docs/en/modes/val.md
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# Model Validation with Ultralytics YOLO
<img width="1024" src="https://github.com/ultralytics/assets/raw/main/yolov8/banner-integrations.png" alt="Ultralytics YOLO ecosystem and integrations">
<img width="1024" src="https://github.com/ultralytics/docs/releases/download/0/ultralytics-yolov8-ecosystem-integrations.avif" alt="Ultralytics YOLO ecosystem and integrations">
## Introduction