Publications by authors named "Sonal Amit Jain"
Acta Diabetol
January 2025
Article Synopsis
- The study focuses on improving the detection and classification of Diabetic Retinopathy (DR) to prevent vision loss in diabetic patients through a new model called XceSE_SparseLwMLA-UNet.
- This model incorporates advanced mechanisms such as Squeeze-and-Excitation for feature adjustment and Sparse Lightweight Multi-Level Attention for integrating complex information, leveraging transfer learning to optimize performance.
- Results indicate that the model significantly outperforms existing classification systems, providing better accuracy and visual outputs that help medical professionals assess DR severity effectively.
