0.2.0
版本发布时间: 2020-07-07 22:16:35
Project-MONAI/MONAI最新发布版本:1.4.0(2024-10-17 08:54:28)
Added
- Overview document for feature highlights in v0.2.0
- Type hints and static type analysis support
-
MONAI/research
folder -
monai.engine.workflow
APIs for supervised training -
monai.inferers
APIs for validation and inference - 7 new tutorials and examples
- 3 new loss functions
- 4 new event handlers
- 8 new layers, blocks, and networks
- 12 new transforms, including post-processing transforms
-
monai.apps.datasets
APIs, includingMedNISTDataset
andDecathlonDataset
- Persistent caching,
ZipDataset
, andArrayDataset
inmonai.data
- Cross-platform CI tests supporting multiple Python versions
- Optional import mechanism
- Experimental features for third-party transforms integration
Changed
For more details please visit the project wiki
- Core modules now require numpy >= 1.17
- Categorized
monai.transforms
modules into crop and pad, intensity, IO, post-processing, spatial, and utility - Most transforms are now implemented with PyTorch native APIs
- Code style enforcement and automated formatting workflows now use autopep8 and black
- Base Docker image upgraded to
nvcr.io/nvidia/pytorch:20.03-py3
fromnvcr.io/nvidia/pytorch:19.10-py3
- Enhanced local testing tools
- Documentation website domain changed to https://docs.monai.io
Removed
- Support of Python < 3.6
- Automatic installation of optional dependencies including pytorch-ignite, nibabel, tensorboard, pillow, scipy, scikit-image
Fixed
- Various issues in type and argument names consistency
- Various issues in docstring and documentation site
- Various issues in unit and integration tests
- Various issues in examples and notebooks