Diagnostic Image Analysis Group

Results 6 repositories owned by Diagnostic Image Analysis Group

pathology-whole-slide-data

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A package for working with whole-slide data including a fast batch iterator that can be used to train deep learning models.

prostateMR_3D-CAD-csPCa

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Hierarchical probabilistic 3D U-Net, with attention mechanisms (β€”π˜ˆπ˜΅π˜΅π˜¦π˜―π˜΅π˜ͺ𝘰𝘯 𝘜-π˜•π˜¦π˜΅, π˜šπ˜Œπ˜™π˜¦π˜΄π˜•π˜¦π˜΅) and a nested decoder structure with deep supervision (β€”π˜œπ˜•π˜¦π˜΅++). Built in TensorFlow 2.5. Configured for voxe...

pathology-he-auto-augment

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H&E tailored Randaugment: automatic data augmentation policy selection for H&E-stained histopathology.

picai_eval

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Evaluation of 3D detection and diagnosis performance β€”geared towards prostate cancer detection in MRI.

picai_prep

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Preprocessing 3D medical images and image archives β€”geared towards prostate cancer detection in MRI.