2 papers
cs.AI2026
RetinaGuard: Risk-Controlled Agentic Triage for Multi-Disease Retinal Screening
Sohaib Sulman, Muhammad Atif Saeed, Akhtar Jamil +2
Retinal screening programmes need to know which automated decisions can be accepted without review. This paper presents RetinaGuard, an agentic triage framework in which quality, d…
eess.IV2026
CalibCause: A Quality-Gated, Interpretable and Calibrated Deep Learning Framework for Diabetic Retinopathy Grading
Sohaib Sulman, Muhammad Atif Saeed, Akhtar Jamil +2
Most deep learning systems for diabetic retinopathy (DR) grading are evaluated on a single data source, with limited evidence of cross-site generalisation, uncertainty calibration,…