PROJECT 001 / 2026 —
Medical Image Classification & XAI Evaluation
MEDICAL IMAGING / XAI
A research implementation that visualizes model evidence and compares explanation behavior for medical image classification.
- ROLE
- Model training, XAI implementation, evaluation design
- STATUS
- IN VALIDATION
- TECHNOLOGY
- PYTORCH / MONAI / SHAP / LIME / GRAD-CAM
IMPLEMENTATION
- 01DenseNet121 classification experiments
- 02SHAP, LIME, and Grad-CAM generation
- 03Explanation-region and generation-time comparison
RESULTS / LEARNINGS
- — An experiment base for comparable method outputs
- — An evaluation flow that separates model performance from explanations