Mélanie Roschewitz

25 papers A* 1Journal 15Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
Pixel-level Counterfactual Contrastive Learning for Medical Image Segmentation.
CoRR
Marceau Lafargue-Hauret, Raghav Mehta, Fabio De Sousa Ribeiro, Mélanie Roschewitz, Ben Glocker
2025 — conf
Automatic Dataset Shift Identification to Support Safe Deployment of Medical Imaging AI.
MICCAI (7)
Mélanie Roschewitz, Raghav Mehta, Charles Jones, Ben Glocker
2025 — conf
CF-Seg: Counterfactuals Meet Segmentation.
MICCAI (8)
Raghav Mehta, Fabio De Sousa Ribeiro, Tian Xia, Mélanie Roschewitz, Ainkaran Santhirasekaram, Dominic C. Marshall, Ben Glocker
2025 J jnl
CF-Seg: Counterfactuals meet Segmentation.
CoRR
Raghav Mehta, Fabio De Sousa Ribeiro, Tian Xia, Mélanie Roschewitz, Ainkaran Santhirasekaram, Dominic C. Marshall, Ben Glocker
2025 — conf
Exploring the Interplay of Label Bias with Subgroup Size and Separability: A Case Study in Mammographic Density Classification.
FAIMI@MICCAI
Emma A. M. Stanley, Raghav Mehta, Mélanie Roschewitz, Nils D. Forkert, Ben Glocker
2025 J jnl
Exploring the interplay of label bias with subgroup size and separability: A case study in mammographic density classification.
CoRR
Emma A. M. Stanley, Raghav Mehta, Mélanie Roschewitz, Nils D. Forkert, Ben Glocker
2025 — conf
Radio-Opaque Artefacts in Digital Mammography: Automatic Detection and Analysis of Downstream Effects.
ISBI
Amelia Schueppert, Ben Glocker, Mélanie Roschewitz
2025 A* conf
Rethinking Fair Representation Learning for Performance-Sensitive Tasks.
ICLR
Charles Jones, Fabio De Sousa Ribeiro, Mélanie Roschewitz, Daniel C. Castro, Ben Glocker
2025 J jnl
Robust image representations with counterfactual contrastive learning.
Medical Image Anal.
Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker
2025 J jnl
Where are we with calibration under dataset shift in image classification?
CoRR
Mélanie Roschewitz, Raghav Mehta, Fabio De Sousa Ribeiro, Ben Glocker
2025 J jnl
Where are we with calibration under dataset shift in image classification?
Trans. Mach. Learn. Res.
Mélanie Roschewitz, Raghav Mehta, Fabio De Sousa Ribeiro, Ben Glocker
2024 J jnl
Automatic dataset shift identification to support root cause analysis of AI performance drift.
CoRR
Mélanie Roschewitz, Raghav Mehta, Charles Jones, Ben Glocker
2024 — conf
Counterfactual Contrastive Learning: Robust Representations via Causal Image Synthesis.
DEMI@MICCAI
Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker
2024 J jnl
Counterfactual contrastive learning: robust representations via causal image synthesis.
CoRR
Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker
2024 — conf
Mitigating Attribute Amplification in Counterfactual Image Generation.
MICCAI (10)
Tian Xia, Mélanie Roschewitz, Fabio De Sousa Ribeiro, Charles Jones, Ben Glocker
2024 J jnl
Mitigating attribute amplification in counterfactual image generation.
CoRR
Tian Xia, Mélanie Roschewitz, Fabio De Sousa Ribeiro, Charles Jones, Ben Glocker
2024 J jnl
Radio-opaque artefacts in digital mammography: automatic detection and analysis of downstream effects.
CoRR
Amelia Schueppert, Ben Glocker, Mélanie Roschewitz
2024 J jnl
Rethinking Fair Representation Learning for Performance-Sensitive Tasks.
CoRR
Charles Jones, Fabio De Sousa Ribeiro, Mélanie Roschewitz, Daniel C. Castro, Ben Glocker
2024 J jnl
Robust image representations with counterfactual contrastive learning.
CoRR
Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker
2023 — conf
Distance Matters For Improving Performance Estimation Under Covariate Shift.
ICCV (Workshops)
Mélanie Roschewitz, Ben Glocker
2023 J jnl
Distance Matters For Improving Performance Estimation Under Covariate Shift.
CoRR
Mélanie Roschewitz, Ben Glocker
2023 — conf
Robust semi-supervised segmentation with timestep ensembling diffusion models.
ML4H@NeurIPS
Margherita Rosnati, Mélanie Roschewitz, Ben Glocker
2023 J jnl
Robust semi-supervised segmentation with timestep ensembling diffusion models.
CoRR
Margherita Rosnati, Mélanie Roschewitz, Ben Glocker
2023 — conf
The Role of Subgroup Separability in Group-Fair Medical Image Classification.
MICCAI (3)
Charles Jones, Mélanie Roschewitz, Ben Glocker
2023 J jnl
The Role of Subgroup Separability in Group-Fair Medical Image Classification.
CoRR
Charles Jones, Mélanie Roschewitz, Ben Glocker