1.0.0 - Major Update with Intelligent Model Selection
- Intelligent model selection: SAM 2.1 for GPU, MobileSAM for CPU
- Exceptional CPU performance: Sub-second segmentation on high-core
systems (24+ cores)
- Enhanced CPU performance with Ultralytics MobileSAM integration
(5-30x speedup)
- Automatic device detection (CUDA/Apple Silicon/CPU) with optimal
model selection
- SAM 2.1 support with improved accuracy for small objects and
occlusion handling
- Intelligent threading optimization: High-core CPUs (16+) use 75% of
cores for maximum throughput
- Multi-threaded processing for responsive UI during inference
- Point and BBox segmentation modes with adaptive processing
- 12 pre-defined classes + custom class creation with color coding
- Vehicle and Ship classes for transportation and maritime analysis
- Undo functionality for mistake correction with polygon-level
tracking
- Custom output folder selection with user-configurable paths
- Optional debug mask saving (disabled by default for performance)
- Automatic raster layer re-selection for streamlined workflow
- Professional shapefile export with detailed attributes and metadata
- Performance optimization based on zoom level and hardware
capabilities
- Comprehensive error handling and user feedback system
- Professional workflow features optimized for GIS analysis
- Updated dependencies: torch, torchvision, ultralytics,
opencv-python, rasterio, shapely, hydra-core
- Automatic model downloading: Ultralytics handles MobileSAM, plugin
manages SAM 2.1
- Enhanced memory management and processing efficiency
- Cross-platform compatibility with Windows, macOS, and Linux