Distance based similarity models for content based multimedia retrieval

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Efficient and Robust Approximate Nearest Neighbor Search Using Hierarchical Navigable Small World Graphs (2016, background): “Indeed, the layers are not correlated with the spatial positions of the data elements and, thus, when we traverse the graph there is a fixed probability p=exp(-m L ) that the next node belongs to the upper layer.”
Permutation Search Methods are Efficient, Yet Faster Search is Possible (2015, methodology): “Images were compared using a metric function called the Signature Quadratic Form Distance (SQFD).”