How to pair two set of coordinates together based on their Euclidean distance?

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Hi! I got two sets of pixels as my feature points, one is red and another is blue, I want to use Euclidean distance between two features as the metric: if the distance is below a threshold, make the two features as a pair of correspondence. The threshold could be 1 or 2 (pixels). I want to count the number of correspondence pairs. Thank you so much if you can help meT
The image file is the "image.mat", the red pixel coordinates is in "red_pixel_coordinate.mat", and the blue pixel coordinates is in "blue_pixel_coordinate.mat".

回答(1 个)

Matt J
Matt J 2022-10-3
编辑:Matt J 2022-10-3
The cost matrix can be obtained using pdist2.
  6 个评论
Matt J
Matt J 2022-10-3
From the the doc:
M — Matches
matrix
Matches, returned as a matrix. M is a p-by-2 matrix, where M(i,1) and M(i,2) are the row and column indices of a matched pair in the cost matrix. The rows of M are sorted with the second column in ascending order.
  • Each row and column can be matched a single time only, so each M(i,1) value and each M(i,2) value is unique.
  • M contains p matches, and p is less than or equal to the maximum number of matches min(size(Cost)).
  • The cost of the matches in M is sum([Cost(M(1,1),M(1,2)), Cost(M(2,1),M(2,2)), ..., Cost(M(p,1),M(p,2))]).

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