FairVision: Equitable Deep Learning for Eye Disease Screening via Fair Identity Scaling

arXiv:2310.02492v3 Announce Type: replace
Abstract: Equity in AI for healthcare is crucial due to its direct impact on human well-being. Despite advancements in 2D medical imaging fairness, the fairness of 3D models remains underexplored, hindered by the small sizes of 3D fairness datasets. Since 3D imaging surpasses 2D imaging in SOTA clinical care, it is critical to understand the fairness of these 3D models. To address this research gap, we conduct the first comprehensive study on the fairness of 3D …

arxiv cs.cv deep learning disease fair identity scaling screening type via