Similarity Learning - What are the fundamentals of similarity based learning?

All procedures utilizing Similarity Learning revolve around three main ideas, as shown in the infographic: Data to feature vector transformation. Using a distance measure, these vectors are compared. Whether the distance is comparable or dissimilar is assessed.