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, 1-2, 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 |
A causal perspective on dataset bias in machine learning for medical imaging C Jones, DC Castro, F De Sousa Ribeiro, O Oktay, M McCradden, ... Nature Machine Intelligence, 1-9, 2024 | 5* | 2024 |
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 |
Structured Uncertainty in the Observation Space of Variational Autoencoders J Langley, M Monteiro, C Jones, N Pawlowski, B Glocker Transactions on Machine Learning Research, 2022 | 1 | 2022 |
Synthia's Melody: A Benchmark Framework for Unsupervised Domain Adaptation in Audio CH Lin, C Jones, BW Schuller, H Coppock, A Akman ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and …, 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 |