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@wyli wyli released this 24 Sep 01:21
0.7.0
bfa054b
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Learn about vigilant mode.

Added

  • Overview of new features in v0.7
  • Initial phase of major usability improvements in monai.transforms to support input and backend in PyTorch and NumPy
  • Performance enhancements, with profiling and tuning guides for typical use cases
  • Reproducing training modules and workflows of state-of-the-art Kaggle competition solutions
  • 24 new transforms, including
    • OneOf meta transform
    • DeepEdit guidance signal transforms for interactive segmentation
    • Transforms for self-supervised pre-training
    • Integration of NVIDIA Tools Extension (NVTX)
    • Integration of cuCIM
    • Stain normalization and contextual grid for digital pathology
  • Transchex network for vision-language transformers for chest X-ray analysis
  • DatasetSummary utility in monai.data
  • WarmupCosineSchedule
  • Deprecation warnings and documentation support for better backwards compatibility
  • Padding with additional kwargs and different backend API
  • Additional options such as dropout and norm in various networks and their submodules

Changed

  • Base Docker image upgraded to nvcr.io/nvidia/pytorch:21.08-py3 from nvcr.io/nvidia/pytorch:21.06-py3
  • Deprecated input argument n_classes, in favor of num_classes
  • Deprecated input argument dimensions and ndims, in favor of spatial_dims
  • Updated the Sphinx-based documentation theme for better readability
  • NdarrayTensor type is replaced by NdarrayOrTensor for simpler annotations
  • Self-attention-based network blocks now support both 2D and 3D inputs

Removed

  • The deprecated TransformInverter, in favor of monai.transforms.InvertD
  • GitHub self-hosted CI/CD pipelines for nightly and post-merge tests
  • monai.handlers.utils.evenly_divisible_all_gather
  • monai.handlers.utils.string_list_all_gather

Fixed

  • A Multi-thread cache writing issue in LMDBDataset
  • Output shape convention inconsistencies of the image readers
  • Output directory and file name flexibility issue for NiftiSaver, PNGSaver
  • Requirement of the label field in test-time augmentation
  • Input argument flexibility issues for ThreadDataLoader
  • Decoupled Dice and CrossEntropy intermediate results in DiceCELoss
  • Improved documentation, code examples, and warning messages in various modules
  • Various usability issues reported by users
Assets 2