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When you match descriptors via

dm.radiusMatch(base_descriptors, descriptors, matches, avg);

base_descriptors - is query

descriptors - is train

queryIdx is index in base_keypoints vector and trainIdx is index in keypoints vector

Just swap queryIdx and trainIdx in your code.