BreastMNIST ResNet18 with Grad-CAM
Overview
This repository contains a fine-tuned ResNet18 model for binary breast ultrasound image classification using the BreastMNIST dataset from MedMNIST.
The project demonstrates:
- Transfer Learning
- Medical Image Classification
- Explainable AI (Grad-CAM)
- Error Analysis
Dataset
BreastMNIST (MedMNIST v2)
Task:
Binary Classification
Classes
Model
Architecture:
Framework:
Input Size:
Output:
Explainability
Grad-CAM visualizations are included in the GitHub repository.
GitHub Repository
Intended Use
Educational and research purposes only.
Not intended for clinical diagnosis.
