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| 1 | +# Advanced Image Sensor Interface v2.0.0 Development Roadmap |
| 2 | + |
| 3 | +## 🎯 **Version Information** |
| 4 | +- **Current Version**: v2.0.0-dev (in development) |
| 5 | +- **Target Release**: v2.0.0 |
| 6 | +- **Expected Release Date**: Q2 2025 |
| 7 | +- **Development Branch**: `feature/v2.0.0-dev` |
| 8 | + |
| 9 | +--- |
| 10 | + |
| 11 | +## 🚀 **Major Features Planned** |
| 12 | + |
| 13 | +### 1. Enhanced Sensor Interface Support |
| 14 | +- [ ] Support for higher resolution sensors (up to 8K) |
| 15 | +- [ ] Implement HDR image processing pipeline |
| 16 | +- [ ] Add RAW image format support (RAW8, RAW10, RAW12, RAW14, RAW16) |
| 17 | +- [ ] Multi-sensor synchronization capabilities |
| 18 | +- [ ] Advanced timing and synchronization controls |
| 19 | + |
| 20 | +### 2. Performance Improvements |
| 21 | +- [ ] Optimize MIPI data transfer rates simulation |
| 22 | +- [ ] Implement parallel processing for image analysis |
| 23 | +- [ ] Add GPU acceleration support for heavy computations |
| 24 | +- [ ] Memory usage optimization and profiling |
| 25 | +- [ ] Vectorized operations with NumPy/SciPy |
| 26 | + |
| 27 | +### 3. Advanced Power Management |
| 28 | +- [ ] Advanced power states management (sleep, standby, active) |
| 29 | +- [ ] Dynamic voltage scaling simulation |
| 30 | +- [ ] Thermal management improvements |
| 31 | +- [ ] Battery optimization for mobile applications |
| 32 | +- [ ] Power consumption prediction models |
| 33 | + |
| 34 | +### 4. Extended Protocol Support |
| 35 | +- [ ] USB3 Vision protocol implementation |
| 36 | +- [ ] Camera Link protocol support |
| 37 | +- [ ] Ethernet-based protocols enhancement |
| 38 | +- [ ] Protocol auto-detection and switching |
| 39 | +- [ ] Custom protocol definition framework |
| 40 | + |
| 41 | +### 5. AI and Machine Learning Enhancements |
| 42 | +- [ ] Advanced neural network calibration models |
| 43 | +- [ ] Real-time parameter optimization |
| 44 | +- [ ] Predictive maintenance algorithms |
| 45 | +- [ ] Anomaly detection in sensor data |
| 46 | +- [ ] Transfer learning for different sensor types |
| 47 | + |
| 48 | +--- |
| 49 | + |
| 50 | +## 🔧 **Technical Improvements** |
| 51 | + |
| 52 | +### 1. Architecture Enhancements |
| 53 | +- [ ] Plugin architecture for extensibility |
| 54 | +- [ ] Microservice-based design patterns |
| 55 | +- [ ] Event-driven architecture implementation |
| 56 | +- [ ] Improved dependency injection |
| 57 | +- [ ] Configuration management system |
| 58 | + |
| 59 | +### 2. Testing & Quality Assurance |
| 60 | +- [ ] Automated performance benchmarking suite |
| 61 | +- [ ] Extended test pattern generation |
| 62 | +- [ ] Real-world scenario simulations |
| 63 | +- [ ] Stress testing framework |
| 64 | +- [ ] Property-based testing with Hypothesis |
| 65 | + |
| 66 | +### 3. Documentation & Developer Experience |
| 67 | +- [ ] Interactive API documentation |
| 68 | +- [ ] Video tutorials and examples |
| 69 | +- [ ] Integration guides for popular platforms |
| 70 | +- [ ] Performance tuning guidelines |
| 71 | +- [ ] Best practices documentation |
| 72 | + |
| 73 | +### 4. Development Tools |
| 74 | +- [ ] CLI tools for common operations |
| 75 | +- [ ] Configuration file generators |
| 76 | +- [ ] Debugging and profiling utilities |
| 77 | +- [ ] Automated code generation tools |
| 78 | +- [ ] Development environment setup scripts |
| 79 | + |
| 80 | +--- |
| 81 | + |
| 82 | +## 💥 **Breaking Changes** |
| 83 | + |
| 84 | +### 1. API Redesign |
| 85 | +- [ ] Redesign configuration API for better flexibility |
| 86 | +- [ ] Update signal processing pipeline interface |
| 87 | +- [ ] Modify power management class structure |
| 88 | +- [ ] Revise error handling mechanism |
| 89 | +- [ ] Standardize naming conventions |
| 90 | + |
| 91 | +### 2. Dependency Updates |
| 92 | +- [ ] Update minimum Python version to 3.11 |
| 93 | +- [ ] Upgrade core dependencies (NumPy 2.0+, SciPy 2.0+) |
| 94 | +- [ ] Remove deprecated dependencies |
| 95 | +- [ ] Add new required dependencies for GPU support |
| 96 | +- [ ] Optimize dependency tree |
| 97 | + |
| 98 | +### 3. Configuration Changes |
| 99 | +- [ ] New configuration file format (YAML/TOML) |
| 100 | +- [ ] Environment-based configuration |
| 101 | +- [ ] Runtime configuration updates |
| 102 | +- [ ] Configuration validation and schema |
| 103 | +- [ ] Migration tools for old configurations |
| 104 | + |
| 105 | +--- |
| 106 | + |
| 107 | +## 📊 **Performance Targets** |
| 108 | + |
| 109 | +### Simulation Performance Goals |
| 110 | +- [ ] 50% improvement in MIPI simulation speed |
| 111 | +- [ ] 2x faster signal processing pipeline |
| 112 | +- [ ] 30% reduction in memory usage |
| 113 | +- [ ] GPU acceleration for 10x speedup in supported operations |
| 114 | +- [ ] Real-time processing capabilities for 4K streams |
| 115 | + |
| 116 | +### Quality Metrics |
| 117 | +- [ ] 95%+ test coverage |
| 118 | +- [ ] Zero critical security vulnerabilities |
| 119 | +- [ ] Sub-100ms startup time |
| 120 | +- [ ] 99.9% API compatibility with v1.x (where possible) |
| 121 | +- [ ] Comprehensive performance benchmarks |
| 122 | + |
| 123 | +--- |
| 124 | + |
| 125 | +## 🛠️ **Development Phases** |
| 126 | + |
| 127 | +### Phase 1: Foundation (Weeks 1-4) |
| 128 | +- [ ] Set up v2.0.0 development environment |
| 129 | +- [ ] Implement breaking changes and API redesign |
| 130 | +- [ ] Update core architecture |
| 131 | +- [ ] Establish new testing framework |
| 132 | + |
| 133 | +### Phase 2: Core Features (Weeks 5-12) |
| 134 | +- [ ] Enhanced sensor interface support |
| 135 | +- [ ] Advanced power management |
| 136 | +- [ ] Extended protocol support |
| 137 | +- [ ] Performance optimizations |
| 138 | + |
| 139 | +### Phase 3: Advanced Features (Weeks 13-20) |
| 140 | +- [ ] AI/ML enhancements |
| 141 | +- [ ] GPU acceleration |
| 142 | +- [ ] Advanced testing capabilities |
| 143 | +- [ ] Developer tools |
| 144 | + |
| 145 | +### Phase 4: Polish & Release (Weeks 21-24) |
| 146 | +- [ ] Documentation completion |
| 147 | +- [ ] Performance tuning |
| 148 | +- [ ] Beta testing and feedback |
| 149 | +- [ ] Release preparation |
| 150 | + |
| 151 | +--- |
| 152 | + |
| 153 | +## 🧪 **Testing Strategy** |
| 154 | + |
| 155 | +### Test Coverage Goals |
| 156 | +- [ ] 95%+ line coverage |
| 157 | +- [ ] 100% critical path coverage |
| 158 | +- [ ] Performance regression tests |
| 159 | +- [ ] Security vulnerability tests |
| 160 | +- [ ] Cross-platform compatibility tests |
| 161 | + |
| 162 | +### Test Types |
| 163 | +- [ ] Unit tests (target: 200+ tests) |
| 164 | +- [ ] Integration tests |
| 165 | +- [ ] Performance tests |
| 166 | +- [ ] Security tests |
| 167 | +- [ ] End-to-end tests |
| 168 | + |
| 169 | +--- |
| 170 | + |
| 171 | +## 📚 **Documentation Plan** |
| 172 | + |
| 173 | +### User Documentation |
| 174 | +- [ ] Updated API reference |
| 175 | +- [ ] Migration guide from v1.x |
| 176 | +- [ ] Performance tuning guide |
| 177 | +- [ ] Best practices documentation |
| 178 | +- [ ] Troubleshooting guide |
| 179 | + |
| 180 | +### Developer Documentation |
| 181 | +- [ ] Architecture overview |
| 182 | +- [ ] Contributing guidelines update |
| 183 | +- [ ] Code style guide |
| 184 | +- [ ] Plugin development guide |
| 185 | +- [ ] Testing guidelines |
| 186 | + |
| 187 | +--- |
| 188 | + |
| 189 | +## 🤝 **Community & Contribution** |
| 190 | + |
| 191 | +### Community Goals |
| 192 | +- [ ] Establish contributor onboarding process |
| 193 | +- [ ] Create development discussion forums |
| 194 | +- [ ] Regular community calls/meetings |
| 195 | +- [ ] Contributor recognition program |
| 196 | +- [ ] Open source governance model |
| 197 | + |
| 198 | +### Contribution Areas |
| 199 | +- [ ] Core development |
| 200 | +- [ ] Documentation improvements |
| 201 | +- [ ] Testing and quality assurance |
| 202 | +- [ ] Performance optimization |
| 203 | +- [ ] Community support |
| 204 | + |
| 205 | +--- |
| 206 | + |
| 207 | +## 📅 **Milestones** |
| 208 | + |
| 209 | +### Milestone 1: Alpha Release (Month 2) |
| 210 | +- Core API redesign complete |
| 211 | +- Basic functionality working |
| 212 | +- Initial performance improvements |
| 213 | + |
| 214 | +### Milestone 2: Beta Release (Month 4) |
| 215 | +- All major features implemented |
| 216 | +- Performance targets met |
| 217 | +- Documentation 80% complete |
| 218 | + |
| 219 | +### Milestone 3: Release Candidate (Month 5) |
| 220 | +- Feature complete |
| 221 | +- All tests passing |
| 222 | +- Documentation complete |
| 223 | +- Performance validated |
| 224 | + |
| 225 | +### Milestone 4: Final Release (Month 6) |
| 226 | +- Production ready |
| 227 | +- Migration tools available |
| 228 | +- Community feedback incorporated |
| 229 | +- Release notes and changelog complete |
| 230 | + |
| 231 | +--- |
| 232 | + |
| 233 | +## 🔗 **Related Resources** |
| 234 | + |
| 235 | +- **Current Version**: [v1.1.0 Release Notes](RELEASE_NOTES_v1.1.0.md) |
| 236 | +- **Development Branch**: `feature/v2.0.0-dev` |
| 237 | +- **Issue Tracker**: [GitHub Issues](https://github.com/muditbhargava66/Advanced-Image-Sensor-Interface/issues) |
| 238 | +- **Discussions**: [GitHub Discussions](https://github.com/muditbhargava66/Advanced-Image-Sensor-Interface/discussions) |
| 239 | + |
| 240 | +--- |
| 241 | + |
| 242 | +<div align="center"> |
| 243 | + |
| 244 | +**🚀 Ready to build the future of image sensor simulation! 🚀** |
| 245 | + |
| 246 | +*This roadmap is a living document and will be updated as development progresses.* |
| 247 | + |
| 248 | +</div> |
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