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1. biomedia-mira/counterfactual-contrastive biomedia-mira/counterfactual-contrastive Public

   Code for the paper "Robust representations for image classification via counterfactual contrastive learning" (Medical Image Analysis) and "Counterfactual contrastive learning: robust representation…

   Python 23 2

2. biomedia-mira/calibration_under_shifts biomedia-mira/calibration_under_shifts Public

   Code for the paper "Where are we with calibration under dataset shift in image classification?"

   Python 1

3. biomedia-mira/shift_identification biomedia-mira/shift_identification Public

   Code for 'Automatic dataset shift identification to support root cause analysis of AI performance drift', MICCAI 2025

   Jupyter Notebook 7 1

4. failure_detection_benchmark failure_detection_benchmark Public

   Code for the paper "Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed", TMLR 2022, Bernhardt et al.

   Jupyter Notebook 21 2

5. distance_matters_performance_estimation distance_matters_performance_estimation Public

   Code for "Distance Matters for Improving Performance Estimation Under Covariate Shift", ICCV Workshop on Uncertainty Quantification 2023, Roschewitz & Glocker.

   Jupyter Notebook 4

6. biomedia-mira/mammo-artifacts biomedia-mira/mammo-artifacts Public

   Code for "Radio-opaque artefacts in digital mammography: Automatic detection and analysis of downstream effects" - ISBI 2025 paper

   Python 5 1