4 papers
Decoupling Wavelet Sub-bands for Single Source Domain Generalization in Fundus Image Segmentation
Shramana Dey, Varun Ajith, Abhirup Banerjee +1
Domain generalization in fundus imaging is challenging due to variations in acquisition conditions across devices and clinical settings. The inability to adapt to these variations…
Managing Diabetic Retinopathy with Deep Learning: A Data Centric Overview
Shramana Dey, Zahir Khan, T. A. PramodKumar +5
Diabetic Retinopathy (DR) is a serious microvascular complication of diabetes, and one of the leading causes of vision loss worldwide. Although automated detection and grading, wit…
Weakly Supervised Patch Annotation for Improved Screening of Diabetic Retinopathy
Shramana Dey, Abhirup Banerjee, B. Uma Shankar +2
Diabetic Retinopathy (DR) requires timely screening to prevent irreversible vision loss. However, its early detection remains a significant challenge since often the subtle patholo…
Adaptive Class Learning to Screen Diabetic Disorders in Fundus Images of Eye
Shramana Dey, Pallabi Dutta, Riddhasree Bhattacharyya +3
The prevalence of ocular illnesses is growing globally, presenting a substantial public health challenge. Early detection and timely intervention are crucial for averting visual im…