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ORCIDMélanie Roschewitz
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2020 – today
- 2025
[j1]Mélanie Roschewitz
, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker:
Robust image representations with counterfactual contrastive learning. Medical Image Anal. 105: 103668 (2025)- [c10]Charles Jones, Fabio De Sousa Ribeiro, Mélanie Roschewitz, Daniel C. Castro, Ben Glocker:
Rethinking Fair Representation Learning for Performance-Sensitive Tasks. ICLR 2025 - [c9]Amelia Schueppert, Ben Glocker, Mélanie Roschewitz:
Radio-Opaque Artefacts in Digital Mammography: Automatic Detection and Analysis of Downstream Effects. ISBI 2025: 1-5 - [c8]Mélanie Roschewitz, Raghav Mehta, Charles Jones, Ben Glocker:
Automatic Dataset Shift Identification to Support Safe Deployment of Medical Imaging AI. MICCAI (7) 2025: 67-76 - [c7]Emma A. M. Stanley, Raghav Mehta, Mélanie Roschewitz, Nils D. Forkert, Ben Glocker:
Exploring the Interplay of Label Bias with Subgroup Size and Separability: A Case Study in Mammographic Density Classification. FAIMI@MICCAI 2025: 74-83 - [c6]Raghav Mehta, Fabio De Sousa Ribeiro, Tian Xia, Mélanie Roschewitz, Ainkaran Santhirasekaram, Dominic C. Marshall, Ben Glocker:
CF-Seg: Counterfactuals Meet Segmentation. MICCAI (8) 2025: 117-127 - [i12]Raghav Mehta, Fabio De Sousa Ribeiro, Tian Xia, Mélanie Roschewitz, Ainkaran Santhirasekaram, Dominic C. Marshall, Ben Glocker:
CF-Seg: Counterfactuals meet Segmentation. CoRR abs/2506.16213 (2025) - [i11]Mélanie Roschewitz, Raghav Mehta, Fabio De Sousa Ribeiro, Ben Glocker:
Where are we with calibration under dataset shift in image classification? CoRR abs/2507.07780 (2025) - [i10]Emma A. M. Stanley, Raghav Mehta, Mélanie Roschewitz, Nils D. Forkert, Ben Glocker:
Exploring the interplay of label bias with subgroup size and separability: A case study in mammographic density classification. CoRR abs/2507.17996 (2025) - 2024
- [c5]Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker:
Counterfactual Contrastive Learning: Robust Representations via Causal Image Synthesis. DEMI@MICCAI 2024: 22-32 - [c4]Tian Xia, Mélanie Roschewitz, Fabio De Sousa Ribeiro, Charles Jones, Ben Glocker:
Mitigating Attribute Amplification in Counterfactual Image Generation. MICCAI (10) 2024: 546-556 - [i9]Tian Xia, Mélanie Roschewitz, Fabio De Sousa Ribeiro, Charles Jones, Ben Glocker:
Mitigating attribute amplification in counterfactual image generation. CoRR abs/2403.09422 (2024) - [i8]Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker:
Counterfactual contrastive learning: robust representations via causal image synthesis. CoRR abs/2403.09605 (2024) - [i7]Mélanie Roschewitz, Fabio De Sousa Ribeiro, Tian Xia, Galvin Khara, Ben Glocker:
Robust image representations with counterfactual contrastive learning. CoRR abs/2409.10365 (2024) - [i6]Amelia Schueppert, Ben Glocker, Mélanie Roschewitz:
Radio-opaque artefacts in digital mammography: automatic detection and analysis of downstream effects. CoRR abs/2410.03809 (2024) - [i5]Charles Jones, Fabio De Sousa Ribeiro, Mélanie Roschewitz, Daniel C. Castro, Ben Glocker:
Rethinking Fair Representation Learning for Performance-Sensitive Tasks. CoRR abs/2410.04120 (2024) - [i4]Mélanie Roschewitz, Raghav Mehta, Charles Jones, Ben Glocker:
Automatic dataset shift identification to support root cause analysis of AI performance drift. CoRR abs/2411.07940 (2024) - 2023
- [c3]Mélanie Roschewitz, Ben Glocker:
Distance Matters For Improving Performance Estimation Under Covariate Shift. ICCV (Workshops) 2023: 4551-4561 - [c2]Charles Jones, Mélanie Roschewitz, Ben Glocker:
The Role of Subgroup Separability in Group-Fair Medical Image Classification. MICCAI (3) 2023: 179-188 - [c1]Margherita Rosnati, Mélanie Roschewitz, Ben Glocker:
Robust semi-supervised segmentation with timestep ensembling diffusion models. ML4H@NeurIPS 2023: 512-527 - [i3]Charles Jones, Mélanie Roschewitz, Ben Glocker:
The Role of Subgroup Separability in Group-Fair Medical Image Classification. CoRR abs/2307.02791 (2023) - [i2]Mélanie Roschewitz, Ben Glocker:
Distance Matters For Improving Performance Estimation Under Covariate Shift. CoRR abs/2308.07223 (2023) - [i1]Margherita Rosnati, Mélanie Roschewitz, Ben Glocker:
Robust semi-supervised segmentation with timestep ensembling diffusion models. CoRR abs/2311.07421 (2023)
Coauthor Index
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