miscnn_v1.4

MIScnn release version 1.4

Changelog:

• Started working on foundations for multi-model support (experimental)
• Started working on a dynamic visualizer (work in progress)
• Added smoothing epsilon to Normalization Subfunction
• Added subfunction support for activation_output=True predictions
• Improved Resampling & resize performance
• Some overall quality of life improvements for activation output of predictions
• Fixed learning_rate typo in Neural_Network class
• Added Dictionary_IO support for passing pixel spacing (for resampling)

miscnn_v1.3

MIScnn release version 1.3

Changelog:

• Added multiple loss functions from Yeung et al.: Combo loss, Focal Tversky loss (symmetric and asymmetric), Focal loss (symmetric and asymmetric), Unified Focal loss (symmetric and asymmetric)
• Updated dependencies as well as fixed several issues with new module versions
• Updated to Tensorflow 2.7.0
• Added a few more examples (RetinalSeg, BraTS2020)
• Added new architectures: Attention- and Attention-Residual U-Net

miscnn_v1.2

MIScnn release version 1.2

Changelog:

• Fixed Python support only for 3.7 & 3.8 (CI/CD)
• Updated various dependencies (Tensorflow 2.5.0)
• Dropped Travis-CI support and integrated GitHub Actions
• Fixed a grayscale Image IO interface bug
• Enhanced plain U-Net architecture
• Implemented CLI interface for MIScnn
• Reworked detail storage of samples in MIScnn
• Enhanced cross-validation functionality
• Enhanced unittesting scenarios
• Fixed a bug in the DataGenerator
• Various quality of life improvements

miscnn_v1.1

MIScnn release version 1.1.

Changelog:

• Added Multi-threaded Subfunction preprocessing
• Added absolute transformation of voxel spacing in DICOM interface
• Added function for all sample loading
• Added array type transformation for preprocessed Subfunction disk storage
• Added unittesting for new features & functions
• Added tutorial for custom architectures
• Changed multi_gpu from Keras to Tensorflow MirroredStrategy
• Changed parameter of Neural Network class 'gpu_number' (integer) to 'multi_gpu' (boolean)
• Updated Tensorflow version from 2.3.0 to 2.3.1
• Updated other module dependencies
• Fixed some bugs

miscnn_v1.0

MIScnn release version 1.0.