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YOLOv11

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YOLOv11 Next-Gen Object Detection using Pytorch

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# YOLOv11 Next-Gen Object Detection using PyTorch

### _Achieve SOTA results with just 1 line of code!_
# 🚀 Demo

https://github.com/user-attachments/assets/b41621ae-ebdf-453c-b2bc-9ffe01a14d08

https://github.com/user-attachments/assets/1b5d4323-64ee-4514-95f0-6a1080672753

### ⚡ Installation (30 Seconds Setup)

```
conda create -n YOLO python=3.9
conda activate YOLO
pip install thop
pip install tqdm
pip install PyYAML
pip install opencv-python
conda install pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch-lts
```

### 🏋 Train

* Configure your dataset path in `main.py` for training
* Run `bash main.sh $ --train` for training, `$` is number of GPUs

### 🧪 Test/Validate

* Configure your dataset path in `main.py` for testing
* Run `python main.py --Validate` for validation

### 🔍 Inference (Webcam or Video)

* Run `python main.py --inference` for inference

### 📊 Performance Metrics & Pretrained Checkpoints

| Model | mAPval 50-95 | mAPval 50 | params (M) | FLOPs @640 (B) |
|--------------------------------------------------------------------------------------|----------------------|-------------------|--------------------|------------------------|
| [YOLOv11n](https://github.com/Shohruh72/YOLOv11/releases/download/v1.0.0/v11_n.pt) | 39.5 | 54.8 | **2.6** | **6.5** |
| [YOLOv11s](https://github.com/Shohruh72/YOLOv11/releases/download/v1.0.0/v11_s.pt) | 47.0 | 63.5 | 9.4 | 21.5 |
| [YOLOv11m](https://github.com/Shohruh72/YOLOv11/releases/download/v1.0.0/v11_m.pt) | 51.5 | 68.1 | 20.1 | 68.0 |
| [YOLOv11l](https://github.com/Shohruh72/YOLOv11/releases/download/v1.0.0/v11_l.pt) | 53.4 | 69.7 | 25.3 | 86.9 | 50.7 | 68.9 | 86.7 | 205.7 |
| [YOLOv11x](https://github.com/Shohruh72/YOLOv11/releases/download/v1.0.0/v11_x.pt) | 54.9 | 71.3 | 56.9 | 194.9 | 50.7 | 68.9 | 86.7 | 205.7 |

### 📈 Additional Metrics
### 📂 Dataset structure

├── COCO 
        ├── images
            ├── train2017
                ├── 1111.jpg
                ├── 2222.jpg
            ├── val2017
                ├── 1111.jpg
                ├── 2222.jpg
        ├── labels
            ├── train2017
                ├── 1111.txt
                ├── 2222.txt
            ├── val2017
                ├── 1111.txt
                ├── 2222.txt

⭐ Star the Repo!

If you find this project helpful, give us a star ⭐

#### 🔗 Reference

* https://github.com/ultralytics/ultralytics
# YOLOv11

YOLOv11

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