Savita Nair

Decomposing Cross-Modality Failure in Diabetic Retinopathy Grading

Deep learning detects referable diabetic retinopathy (DR) from colour fundus photography at a level comparable with specialists, but such models are rarely tested across a change of imaging modality. We evaluate a colour-trained DR grader zero-shot on near-infrared reflectance im...

Decomposing Cross-Modality Failure in Diabetic Retinopathy Grading

Deep learning detects referable diabetic retinopathy (DR) from colour fundus photography at a level comparable with specialists, but such models are rarely tested across a change of imaging modality. We evaluate a colour-trained DR grader zero-shot on near-infrared reflectance im...