| # SlowFast Network | |
| ## Model Architecture | |
| - **Type**: Two-Stream Pathway (Slow + Fast) | |
| - **Fast Pathway**: High temporal resolution (all 32 frames), low channel capacity. Captures motion. | |
| - **Slow Pathway**: Low temporal resolution (4 frames, stride 8), high channel capacity. Captures spatial details. | |
| - **Fusion**: Lateral connections fuse Fast features into Slow pathway at multiple stages to integrate motion information. | |
| - **Input**: 32 Frames. | |
| ## Dataset Structure | |
| Expects `Dataset` folder in parent directory. | |
| ``` | |
| Dataset/ | |
| ├── violence/ | |
| └── no-violence/ | |
| ``` | |
| ## How to Run | |
| 1. Install dependencies: `torch`, `opencv-python`, `scikit-learn`, `numpy`. | |
| 2. Run `python train.py`. | |