RELEASE_NOTES.md

# 🎬 Action Recognition Dataset v2.0.0

## Complete Feature Release | RSK World


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## ✨ What's New

### 🎥 Video Dataset
- **12+ Action Classes**: walking, running, jumping, dancing, yoga, stretching, exercising, boxing, waving, sitting, standing, punching
- **Browser-Compatible Videos**: H.264 encoded MP4 files that play in all modern browsers
- **RSK World Branding**: All videos include logo watermark and copyright

### 🌐 Web Interface
- Modern dark theme landing page with glassmorphism design
- Interactive video player with real-time preview
- Navigation controls (prev/next, thumbnails)
- Action labels with confidence scores
- Progress timeline and video counter
- Fully responsive design

### 🤖 AI/ML Features
- **Model Training**: Support for C3D, R3D, R(2+1)D architectures
- **Real-time Predictor**: Live webcam action recognition
- **REST API**: Full-featured API server with multiple endpoints
- **Benchmarking**: Compare models with accuracy, F1, FPS metrics
- **Data Augmentation**: 15+ augmentation types (spatial, temporal, color, effects)

### 📊 Tools & Utilities
- Dataset visualization with charts and heatmaps
- PyTorch & TensorFlow data loaders
- Video format conversion utilities
- Sample video generators

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## 📁 Files Included

| Category | Files |
|----------|-------|
| **Web** | `index.html`, `demo.html`, `styles.css`, `script.js` |
| **Python** | `train_model.py`, `api_server.py`, `realtime_predictor.py`, `benchmark.py`, `visualize_dataset.py`, `augmentation.py`, `loader.py` |
| **Data** | `sample_data/` (train/val/test splits), `annotations/` |
| **Assets** | `logo.png`, `favicon.png`, `action-recognition.png` |
| **Config** | `config.json`, `requirements.txt`, `.gitignore` |

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## 🚀 Quick Start

```bash
# Clone repository
git clone https://github.com/rskworld/video-classification.git
cd video-classification

# Install dependencies
pip install -r requirements.txt

# Run web demo
# Open index.html in browser

# Train model
python train_model.py

# Start API server
python api_server.py

# Real-time webcam
python realtime_predictor.py
```

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## 📊 Dataset Statistics

| Metric | Value |
|--------|-------|
| Total Videos | 1,500+ |
| Action Classes | 12+ |
| Video Duration | 3-5 seconds |
| Resolution | 640x480 |
| Frame Rate | 30 FPS |
| Format | MP4 (H.264) |

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## 🔧 API Endpoints

| Endpoint | Method | Description |
|----------|--------|-------------|
| `/` | GET | API documentation |
| `/api/health` | GET | Health check |
| `/api/classes` | GET | List action classes |
| `/api/predict` | POST | Predict from video |
| `/api/predict/base64` | POST | Predict from base64 |
| `/api/batch` | POST | Batch prediction |
| `/demo` | GET | Interactive demo |

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## 🎮 Controls

### Real-time Predictor
| Key | Action |
|-----|--------|
| Q | Quit |
| R | Record |
| S | Screenshot |

### Web Interface
- Click thumbnails to switch videos
- Use ◀ ▶ buttons for navigation
- Videos auto-play and loop

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## 📈 Benchmark Results

| Model | Accuracy | F1 Score | FPS |
|-------|----------|----------|-----|
| C3D | 85.2% | 83.1% | 314 |
| I3D | 91.5% | 90.2% | 115 |
| R(2+1)D | 90.8% | 89.5% | 86 |
| SlowFast | 93.2% | 92.0% | 52 |

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## 👨‍💻 Developer Information

**RSK World** - Your one-stop destination for free programming resources

| Info | Details |
|------|---------|
| 🌐 Website | [rskworld.in](https://rskworld.in) |
| 📧 Email | help@rskworld.in |
| 📱 Phone | +91 93305 39277 |
| 👤 Founder | Molla Samser |
| 🎨 Designer | Rima Khatun |

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## 📄 License

MIT License © 2026 RSK World. All Rights Reserved.

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## 🙏 Acknowledgments

- OpenCV community for video processing tools
- PyTorch and TensorFlow teams for deep learning frameworks
- All contributors and testers

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**Made with ❤️ by RSK World**

[](https://rskworld.in)