README.md

metadata

title: >-
  AI-Powered Diabetic Retinopathy Grading System from Retinal Fundus Images
  Using Deep Learning
emoji: 👁️
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: 5.29.0
app_file: app.py
pinned: false
license: mit

Diabetic Retinopathy Grading AI (v9)

An AI-powered clinical diagnostic tool for grading Diabetic Retinopathy from retinal fundus photographs. Powered by our latest v9 training phase.

Performance Metrics (v9)

• Validation QWK: 0.9167
• Test QWK: 0.8954
• Binary Referable-DR Accuracy: 91.92%
• Test AUROC (macro): 0.8885

Features

• 5-Grade ICDR Classification using EfficientNetV2-M + CORAL ordinal regression
• Grad-CAM++ Visual Explanations highlighting lesion regions
• Fundus Gating — rejects non-retinal images automatically
• 4-View TTA (Test-Time Augmentation) for improved robustness
• Premium Material Design 3 UI with real-time processing metrics