I've been doing some experiments with FAST and FREAK, cause I read that it is rotation invariant. However, when I compare two images that are 180° rotated i get really poor results.
What I need to explain next might also be important: I only use the best 500 keypoints from each image (the ones with the biggest response). When I match the images with FAST (or FAST PYRAMID, doesn't make a difference) and FREAK I get 0 matches.
BRISK does quite a good job, but it's slow.
My Question is, just how rotation invariant is FAST+FREAK in practice? (in theory I guess it should even be good for 180°?) and is there a way to improve it without changing my detector and descriptor (both are quite fast, i know BRISK gives better results, but it's too slow for the application I am going to make).