Active label cleaning for improved dataset quality under resource constraints M Bernhardt, DC Castro, R Tanno, A Schwaighofer, KC Tezcan, ... Nature communications 13 (1), 1161, 2022 | 52 | 2022 |
Algorithmic encoding of protected characteristics in chest X-ray disease detection models B Glocker, C Jones, M Bernhardt, S Winzeck EBioMedicine 89, 2023 | 44* | 2023 |
Potential sources of dataset bias complicate investigation of underdiagnosis by machine learning algorithms M Bernhardt, C Jones, B Glocker Nature Medicine 28 (6), 1157-1158, 2022 | 43* | 2022 |
Risk of Bias in Chest Radiography Deep Learning Foundation Models B Glocker, C Jones, M Roschewitz, S Winzeck Radiology: Artificial Intelligence, e230060, 2023 | 28* | 2023 |
Training Variational Networks With Multidomain Simulations: Speed-of-Sound Image Reconstruction M Bernhardt, V Vishnevskiy, R Rau, O Goksel IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control 67 …, 2020 | 25 | 2020 |
Automatic correction of performance drift under acquisition shift in medical image classification M Roschewitz, G Khara, J Yearsley, N Sharma, JJ James, É Ambrózay, ... Nature Communications 14 (1), 6608, 2023 | 5 | 2023 |
Failure detection in medical image classification: A reality check and benchmarking testbed M Bernhardt, FDS Ribeiro, B Glocker Transactions on Machine Learning Research, 2022 | 4 | 2022 |
The Role of Subgroup Separability in Group-Fair Medical Image Classification C Jones, M Roschewitz, B Glocker International Conference on Medical Image Computing and Computer-Assisted …, 2023 | 3 | 2023 |
Hierarchical Analysis of Visual COVID-19 Features from Chest Radiographs S Bannur, O Oktay, M Bernhardt, A Schwaighofer, R Jena, B Nushi, ... arXiv preprint arXiv:2107.06618, 2021 | 3 | 2021 |
Counterfactual contrastive learning: robust representations via causal image synthesis M Roschewitz, FDS Ribeiro, T Xia, G Khara, B Glocker arXiv preprint arXiv:2403.09605, 2024 | | 2024 |
Mitigating attribute amplification in counterfactual image generation T Xia, M Roschewitz, FDS Ribeiro, C Jones, B Glocker arXiv preprint arXiv:2403.09422, 2024 | | 2024 |
Robust semi-supervised segmentation with timestep ensembling diffusion models M Rosnati, M Roschewitz, B Glocker Machine Learning for Health (ML4H), 512-527, 2023 | | 2023 |
Distance Matters For Improving Performance Estimation Under Covariate Shift M Roschewitz, B Glocker arXiv preprint arXiv:2308.07223, 2023 | | 2023 |
Generating reports from scanned images O Oktay, JA Valle, M Bernhardt, DC DE CASTRO, S Bannur, ... US Patent App. 17/484,882, 2023 | | 2023 |