CauDR: A causality-inspired domain generalization framework for fundus-based diabetic retinopathy grading

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Hao Wei, Peilun Shi, Juzheng Miao, Mingqin Zhang, Guitao Bai, Jianing Qiu, Furui Liu, Wu Yuan

Published: 01 Jan 2024, Last Modified: 04 Nov 2024Comput. Biol. Medicine 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Causality analysis for generalization issues in DR grading across domains.•4DR: a new benchmark DR grading datasets for DG scenario.•CauDR: a causality-inspired framework for generalizable DR grading.•CauDR achieves SOTA performance and generalization ability.