What’s New¶

0.3.0¶

Multi GPU support for training
- Support for both Windows and Ubuntu
- Option to customize GPU selection
Multi Label support for DeepEdit
- DynUNET and UNETR
Multi Label support for Deepgrow App
- Annotate multiple organs (spleen, liver, pancreas, unknown etc..)
- Train Deepgrow 2D/3D models to learn on existing + new labels submitted
3D Slicer plugin
- Multi Label Interaction
- UI Enhancements
- Train/Update specific model
Performance Improvements
- Dataset (Cached, Persistence, SmartCache)
- ThreadDataloader
- Early Stopping
Strategy Improvements to support Multi User environment
Extensibility for Server APIs

Support for DICOMWeb connectivity to PACS ➔
Annotations support via OHIF UI enabled in MONAI Label Server ➔
Support for native and custom scoring methods to support next image selection strategies ➔
- Native support for scoring and image selection using Epistemic Uncertainty and Test-time Augmentations (Aleatoric Uncertainty)
Scribbles-based annotation support for all sample apps
Simplified sample apps with default behavior for generic annotation tasks

MONAI Label

Installation