YyzHarry / shortcut-ood-fairnessLinks
[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization
☆28Updated 8 months ago
Alternatives and similar repositories for shortcut-ood-fairness
Users that are interested in shortcut-ood-fairness are comparing it to the libraries listed below
Sorting:
- [ICLR 2023 spotlight] MEDFAIR: Benchmarking Fairness for Medical Imaging☆68Updated 2 years ago
- NeurIPS 2024 (spotlight): A Textbook Remedy for Domain Shifts Knowledge Priors for Medical Image Analysis☆26Updated 11 months ago
- [Science Advances] Demographic Bias of Vision-Language Foundation Models in Medical Imaging☆21Updated 5 months ago
- Official repository for 'Risk of Bias in Chest Radiography Deep Learning Foundation Models'☆12Updated last year
- Source code for "MEDIMP: 3D Medical Images with clinical Prompts from limited tabular data for renal transplantation", MIDL 2023, https:/…☆10Updated 2 years ago
- [ NeurIPS 2022 ] Official Codebase for "ETAB: A Benchmark Suite for Visual Representation Learning in Echocardiography"☆28Updated 3 years ago
- ☆72Updated 2 years ago
- Official code for "Probabilistic Concept Bottleneck Models (ICML 2023)"☆18Updated 2 years ago
- Code base for "On-the-Fly Test-time Adaptation for Medical Image Segmentation"☆30Updated 3 years ago
- Base Code of "LifeLonger: A Benchmark for Continual Disease Classification, MICCAI, 2022"☆22Updated 2 years ago
- [DALI 2022] "Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study" by Gregory Holste, Song Wang, Ziyu Jian…☆34Updated 2 years ago
- ☆50Updated last month
- This repository summarizes the material gathered for the tutorial on learning disentangled representations in the imaging domain, and ser…☆62Updated 3 years ago
- Official implementation of the paper "PromptSmooth: Certifying Robustness of Medical Vision-Language Models via Prompt Learning"☆23Updated 5 months ago
- ICAM: Interpretable Classification via Disentangled Representations and Feature Attribution Mapping☆54Updated 2 years ago
- Code for the paper "Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed", TMLR 2022, Bernhardt et…☆21Updated 2 years ago
- MedVLThinker: Simple Baselines for Multimodal Medical Reasoning☆34Updated last month
- The medical imaging meta-learning toolbox allows to build models that learn to learn in a setting with diverse tasks. It also provides co…☆42Updated last year
- vMFNet: Compositionality Meets Domain-generalised Segmentation☆16Updated 3 years ago
- ☆11Updated 4 months ago
- Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation (ECCV 2024 ORAL)☆15Updated last year
- UrFound: Towards Universal Retinal Foundation Models via Knowledge-Guided Masked Modeling☆17Updated 9 months ago
- [ISBI 2023] Official Implementation for Label-Assemble☆19Updated last year
- [NIPS 2020] The code release of paper 'Domain Generalization for Medical Imaging Classification with Linear-Dependency Regularization'☆66Updated 4 years ago
- [ NeurIPS 2023 ] Official Codebase for "Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback"☆19Updated last year
- ☆15Updated last year
- The official repository for Deformable ProtoPNet, as described in "Deformable ProtoPNet: An Interpretable Image Classifier Using Deformab…☆49Updated 9 months ago
- A collection of papers in fairness of medical image analysis☆11Updated 2 years ago
- Official implementation of MICCAI2024 paper "Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease …☆22Updated 10 months ago
- [ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift☆108Updated 2 years ago