📋 How to Use This Tool
- Upload Image: Click the upload area or drag & drop a mammogram image
- Supported Formats: JPG, JPEG, PNG
- Image Requirements: Clear mammogram image, preferably full breast view
- Classification: The AI will classify the image as Benign (non-cancerous) or Malignant (cancerous)
- Confidence Score: Shows the model's confidence in its prediction
🤖 About the Model
This tool uses an integrated ensemble of VGG16 and ResNet50V2 deep learning models trained on the CBIS-DDSM dataset. The model combines transfer learning with custom classification layers to analyze mammogram images and predict breast cancer classification.
Drag & Drop your mammogram image here
or
Uploaded Image:
Analyzing mammogram image...
Benign Probability
-
Malignant Probability
-
⚠️ Important Notice: This is an AI diagnostic assistance tool for educational and research purposes. It should NOT be used as a substitute for professional medical diagnosis. Always consult with qualified healthcare professionals for medical advice and diagnosis.