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How can I compare captured image from database with the most similar image?

I am working with our thesis entitled: "Mobile Application: Skin Disease Analyzer". After capturing an skin disease, it will undergo to Sobel Edge Detection after that I want to compare the processed image in our database to have the most similar image and determine what skin disease the patient suffering. What will be the best algorithm to use?

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