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1. biomedia-mira/counterfactual-contrastivebiomedia-mira/counterfactual-contrastivePublic

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

   Python 24 3

2. biomedia-mira/calibration_under_shiftsbiomedia-mira/calibration_under_shiftsPublic

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

   Python 1

3. biomedia-mira/shift_identificationbiomedia-mira/shift_identificationPublic

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

   Jupyter Notebook 7 1

4. failure_detection_benchmarkfailure_detection_benchmarkPublic

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

   Jupyter Notebook 23 2

5. distance_matters_performance_estimationdistance_matters_performance_estimationPublic

   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-artifactsbiomedia-mira/mammo-artifactsPublic

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

   Python 5 1