Earth mover's distance (EMD) |
- Distance function that takes into account both
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- Useful for images, trees, music, shapes, etc.
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- Considers each feature value as "mass" in that spatial location
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- EMD tries to find out minimum "work" done in transforming object to object
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- Moving 1 unit of mass through 1 unit of distance is equivalent to performing 1 unit of work
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- Concept of ground distance from each feature location of object to each feature location of object
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- Matrix of size
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- m and n are number of features (or regions from where features are calculated from) in object and object respectively
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