Distance Matters For Improving Performance Estimation Under Covariate Shift. - Mélanie Roschewitz; Ben Glocker (ICCV (Workshops), 2023)

The Role of Subgroup Separability in Group-Fair Medical Image Classification. - Charles Jones; Mélanie Roschewitz; Ben Glocker (MICCAI (3), 2023)

Robust semi-supervised segmentation with timestep ensembling diffusion models. - Margherita Rosnati; Mélanie Roschewitz; Ben Glocker (ML4H@NeurIPS, 2023)

Counterfactual Contrastive Learning: Robust Representations via Causal Image Synthesis. - Mélanie Roschewitz; Fabio De Sousa Ribeiro; Tian Xia; Galvin Khara; Ben Glocker (DEMI@MICCAI, 2024)

Mitigating Attribute Amplification in Counterfactual Image Generation. - Tian Xia; Mélanie Roschewitz; Fabio De Sousa Ribeiro; Charles Jones; Ben Glocker (MICCAI (10), 2024)

Automatic dataset shift identification to support root cause analysis of AI performance drift. - Mélanie Roschewitz; Raghav Mehta; Charles Jones; Ben Glocker (CoRR, 2024)

Rethinking Fair Representation Learning for Performance-Sensitive Tasks. - Charles Jones; Fabio De Sousa Ribeiro; Mélanie Roschewitz; Daniel C. Castro; Ben Glocker (ICLR, 2025)

Radio-Opaque Artefacts in Digital Mammography: Automatic Detection and Analysis of Downstream Effects. - Amelia Schueppert; Ben Glocker; Mélanie Roschewitz (ISBI, 2025)

Robust image representations with counterfactual contrastive learning. - Mélanie Roschewitz; Fabio De Sousa Ribeiro; Tian Xia; Galvin Khara; Ben Glocker (Medical Image Anal., 2025)

CF-Seg: Counterfactuals meet Segmentation. - Raghav Mehta; Fabio De Sousa Ribeiro; Tian Xia; Mélanie Roschewitz; Ainkaran Santhirasekaram; Dominic C. Marshall; Ben Glocker (CoRR, 2025)

Where are we with calibration under dataset shift in image classification? - Mélanie Roschewitz; Raghav Mehta; Fabio De Sousa Ribeiro; Ben Glocker (CoRR, 2025)

Exploring the interplay of label bias with subgroup size and separability: A case study in mammographic density classification. - Emma A. M. Stanley; Raghav Mehta; Mélanie Roschewitz; Nils D. Forkert; Ben Glocker (CoRR, 2025)