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---------

Signed-off-by: Muhammad Rizwan Munawar <muhammadrizwanmunawar123@gmail.com>
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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<div align="center"> <div align="center">
<p> <p>
<a href="https://www.ultralytics.com/events/yolovision" target="_blank"> <a href="https://www.ultralytics.com/blog/all-you-need-to-know-about-ultralytics-yolo11-and-its-applications" target="_blank">
<img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png"></a> <img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
</p> </p>
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@@ -107,15 +107,15 @@ results.print() # or .show(), .save(), .crop(), .pandas(), etc.
```bash ```bash
python detect.py --weights yolov5s.pt --source 0 # webcam python detect.py --weights yolov5s.pt --source 0 # webcam
img.jpg # image python detect.py --weights yolov5s.pt --source img.jpg # image
vid.mp4 # video python detect.py --weights yolov5s.pt --source vid.mp4 # video
screen # screenshot python detect.py --weights yolov5s.pt --source screen # screenshot
path/ # directory python detect.py --weights yolov5s.pt --source path/ # directory
list.txt # list of images python detect.py --weights yolov5s.pt --source list.txt # list of images
list.streams # list of streams python detect.py --weights yolov5s.pt --source list.streams # list of streams
'path/*.jpg' # glob python detect.py --weights yolov5s.pt --source 'path/*.jpg' # glob
'https://youtu.be/LNwODJXcvt4' # YouTube python detect.py --weights yolov5s.pt --source 'https://youtu.be/LNwODJXcvt4' # YouTube
'rtsp://example.com/media.mp4' # RTSP, RTMP, HTTP stream python detect.py --weights yolov5s.pt --source 'rtsp://example.com/media.mp4' # RTSP, RTMP, HTTP stream
``` ```
</details> </details>
@@ -127,10 +127,10 @@ The commands below reproduce YOLOv5 [COCO](https://github.com/ultralytics/yolov5
```bash ```bash
python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5n.yaml --batch-size 128 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5n.yaml --batch-size 128
yolov5s 64 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5s.yaml --batch-size 64
yolov5m 40 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5m.yaml --batch-size 40
yolov5l 24 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5l.yaml --batch-size 24
yolov5x 16 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5x.yaml --batch-size 16
``` ```
<img width="800" src="https://user-images.githubusercontent.com/26833433/90222759-949d8800-ddc1-11ea-9fa1-1c97eed2b963.png"> <img width="800" src="https://user-images.githubusercontent.com/26833433/90222759-949d8800-ddc1-11ea-9fa1-1c97eed2b963.png">
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<div align="center"> <div align="center">
<p> <p>
<a href="https://www.ultralytics.com/events/yolovision" target="_blank"> <a href="https://www.ultralytics.com/blog/all-you-need-to-know-about-ultralytics-yolo11-and-its-applications" target="_blank">
<img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png"></a> <img width="100%" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
</p> </p>
[中文](https://docs.ultralytics.com/zh) | [한국어](https://docs.ultralytics.com/ko) | [日本語](https://docs.ultralytics.com/ja) | [Русский](https://docs.ultralytics.com/ru) | [Deutsch](https://docs.ultralytics.com/de) | [Français](https://docs.ultralytics.com/fr) | [Español](https://docs.ultralytics.com/es) | [Português](https://docs.ultralytics.com/pt) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) [中文](https://docs.ultralytics.com/zh) | [한국어](https://docs.ultralytics.com/ko) | [日本語](https://docs.ultralytics.com/ja) | [Русский](https://docs.ultralytics.com/ru) | [Deutsch](https://docs.ultralytics.com/de) | [Français](https://docs.ultralytics.com/fr) | [Español](https://docs.ultralytics.com/es) | [Português](https://docs.ultralytics.com/pt) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar)
@@ -105,15 +105,15 @@ results.print() # or .show(), .save(), .crop(), .pandas(), etc.
```bash ```bash
python detect.py --weights yolov5s.pt --source 0 # webcam python detect.py --weights yolov5s.pt --source 0 # webcam
img.jpg # image python detect.py --weights yolov5s.pt --source img.jpg # image
vid.mp4 # video python detect.py --weights yolov5s.pt --source vid.mp4 # video
screen # screenshot python detect.py --weights yolov5s.pt --source screen # screenshot
path/ # directory python detect.py --weights yolov5s.pt --source path/ # directory
list.txt # list of images python detect.py --weights yolov5s.pt --source list.txt # list of images
list.streams # list of streams python detect.py --weights yolov5s.pt --source list.streams # list of streams
'path/*.jpg' # glob python detect.py --weights yolov5s.pt --source 'path/*.jpg' # glob
'https://youtu.be/LNwODJXcvt4' # YouTube python detect.py --weights yolov5s.pt --source 'https://youtu.be/LNwODJXcvt4' # YouTube
'rtsp://example.com/media.mp4' # RTSP, RTMP, HTTP stream python detect.py --weights yolov5s.pt --source 'rtsp://example.com/media.mp4' # RTSP, RTMP, HTTP stream
``` ```
</details> </details>
@@ -126,10 +126,10 @@ python detect.py --weights yolov5s.pt --source 0 #
```bash ```bash
python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5n.yaml --batch-size 128 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5n.yaml --batch-size 128
yolov5s 64 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5s.yaml --batch-size 64
yolov5m 40 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5m.yaml --batch-size 40
yolov5l 24 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5l.yaml --batch-size 24
yolov5x 16 python train.py --data coco.yaml --epochs 300 --weights '' --cfg yolov5x.yaml --batch-size 16
``` ```
<img width="800" src="https://user-images.githubusercontent.com/26833433/90222759-949d8800-ddc1-11ea-9fa1-1c97eed2b963.png"> <img width="800" src="https://user-images.githubusercontent.com/26833433/90222759-949d8800-ddc1-11ea-9fa1-1c97eed2b963.png">
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@@ -45,7 +45,7 @@ That's it! You're done 😎
To enable ClearML experiment tracking, simply install the ClearML pip package. To enable ClearML experiment tracking, simply install the ClearML pip package.
```bash ```bash
pip install clearml>=1.2.0 pip install clearml
``` ```
This will enable integration with the YOLOv5 training script. Every training run from now on, will be captured and stored by the ClearML experiment manager. This will enable integration with the YOLOv5 training script. Every training run from now on, will be captured and stored by the ClearML experiment manager.
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Now that you have a ClearML dataset, you can very simply use it to train custom YOLOv5 🚀 models! Now that you have a ClearML dataset, you can very simply use it to train custom YOLOv5 🚀 models!
```bash ```bash
python train.py --img 640 --batch 16 --epochs 3 --data clearml://<your_dataset_id> --weights yolov5s.pt --cache python train.py --img 640 --batch 16 --epochs 3 --data clearml:// yolov5s.pt --cache YOUR_DATASET_ID --weights
``` ```
## 👀 Hyperparameter Optimization ## 👀 Hyperparameter Optimization
@@ -177,7 +177,7 @@ In short: every experiment tracked by the experiment manager contains enough inf
You can turn any machine (a cloud VM, a local GPU machine, your own laptop ... ) into a ClearML agent by simply running: You can turn any machine (a cloud VM, a local GPU machine, your own laptop ... ) into a ClearML agent by simply running:
```bash ```bash
clearml-agent daemon --queue <queues_to_listen_to> [--docker] clearml-agent daemon --queue QUEUES_TO_LISTEN_TO [--docker]
``` ```
### Cloning, Editing And Enqueuing ### Cloning, Editing And Enqueuing