Article

CausalFund: Causality-Inspired Domain Generalization in Retinal Fundus Imaging for Low-Resource Screening

2026-03-03

Abstract excerpt

Early screening for glaucoma and diabetic retinopathy (DR) is critical to prevent irreversible vision loss, yet remains inaccessible to many underserved populations. However, AI models trained on hospital-grade fundus images often generalize poorly to low-cost images acquired with portable devices such as smartphones. We proposed CausalFund, a causality-inspired learning framework for training AI models that enabl...

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Literature Corpus work: 6e6b4e3b-0587-59e2-a832-edae502ee599
DOI: 10.64898/2026.03.02.26347127

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