Skin Lesion Classifier

Upload a skin lesion image for AI analysis

Medical Disclaimer: This is a research prototype only. NOT for medical diagnosis. Always consult healthcare professionals for medical advice.

Analyzing image…

Prediction Results

Model Certainty
—
Malignancy Probability
—

Visual Analysis

Original uploaded image
Original Image
Grad-CAM heatmap
Grad-CAM Heatmap
Heatmap overlay
Overlay

What is the AI looking at?

The Grad-CAM heatmap shows which parts of the image the AI focused on:

  • Red areas: High importance for the prediction
  • Yellow areas: Moderate importance
  • Blue areas: Low importance (background)

Good AI should focus on medically relevant features like:

  • Lesion borders and shape irregularities
  • Color variations within the lesion
  • Texture and surface characteristics

rayyanhuda.com · LinkedIn · GitHub