Published July 21, 2025
| Version v0.11.0
Software
Open
AUCMEDI: a framework for Automated Classification of Medical Images
Description
:sparkles: New Features
ba8d051- utils: added visualizer for volumes and heatmap visualization support for 3D (commit by @muellerdo)538a015- DataGenerator: added boolean switch for resize to preprocess_image() (commit by @muellerdo)c376527- XAI: added 3D support for the XAI decoder (commit by @muellerdo)06b9c8b- XAI: added 3D support for the Grad-CAM (commit by @muellerdo)6f86a0a- XAI: added overlay option to XAI heatmap visualization (commit by @muellerdo)370830c- XAI: add 3D support for Guided Backpropagation with unit tests for RGB and HU volumes48db4a2- XAI: add 3D support for Saliency Maps with unit tests for RGB and HU volumes
:bug: Bug Fixes
0455791- replace deprecated layer.output_shape with layer.output.shape2613b9e- add missing import for image_loadercb5ae2a- gradcam: fix gradient model construction101bbdd- gradcam_pp: fix gradient model construction23c20d1- XAI: add 3D support for Grad-CAM++e580ab6- XAI: return native image objects to avoid shape mismatch in decoder049b7ef- augmentation: corrected image padding and flip augmentation
:zap: Performance Improvements
208c32e- XAI: adjusted alpha overlay for XAI heatmaps (commit by @muellerdo)
:recycle: Refactors
27f59e2- NeuralNetwork: remove unused batch_queue_size parameter
:white_check_mark: Tests
a315d40- XAI: removed standardization from datagenerator for XAI unittesting (commit by @muellerdo)e753eb0- Visualizer: added unittesting for visualizer utils (commit by @muellerdo)d216c43- XAI: add 3D unit tests for Grad-Cam and Grad-Cam++ with RGB and HU volumes27d8de2- XAI: add 3D unit tests for Guided Grad-CAM with RGB and HU volumes
:construction_worker: Build System
Notes
Files
frankkramer-lab/aucmedi-v0.11.0.zip
Files
(30.0 MB)
| Name | Size | Download all |
|---|---|---|
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md5:81e6cc5e6248ebca2f0e026fcd009cfc
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Additional details
Related works
- Is supplement to
- Software: https://github.com/frankkramer-lab/aucmedi/tree/v0.11.0 (URL)
Software
- Repository URL
- https://github.com/frankkramer-lab/aucmedi