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Agustin Cartaya

MSc Student in Medical Imaging

Classification of Malignant Skin Lesions

This application is designed to differentiate between melanomas, Basal Cells and Squamous cell in dermoscopy images using image processing algorithms combined with machine learning. All the code for this project is available on my GitHub, and a detailed report can be found in the projects section of this website.

How to Use the Application

  • Upload your dermoscopy image in the designated area.
  • Click Send to run the program.
  • Wait for the result image (the analysis may take a few minutes).

You can also use the test image available to see how the application works. Simply select Use Test Image.

Image Requirements

  • The image must be a dermoscopy image with the lesion centered.
  • It should not contain any prior segmentations or annotations (ruler marks are allowed).
  • The image must be in color.

Output

  • A processed image with the lesion outlined in green.
  • A classification of the lesion as melanoma, basal cell or squamous cell.
  • A probability score for the classification of each class.

Important Notice

This application is intended for academic purposes only and is not validated for use by medical professionals. The results may not be fully accurate, as the algorithm is still under development.


Try the program