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About the AFFNET

Open Bonnie-gift opened this issue 1 year ago • 2 comments

Hi, I am a little confused about the AFFNET. Is the output of the AFFNET the affine transformation predicted? Since I look through the code and find that the input for the AFFNET is only one image. How can the AFFNET predict the affine transformation with one input image.

Bonnie-gift avatar Jun 15 '23 11:06 Bonnie-gift

The output of AffNet is the "canonical shape" of the local feature (think of SIFT), not the transformation between images. Please, check the AffNet paper (or any other local feature detection paper such as Hessian-Affine for more information)

ducha-aiki avatar Jun 15 '23 11:06 ducha-aiki

https://kornia-tutorials.readthedocs.io/en/latest/_nbs/image_matching_adalam.html Check this image from AffNet example. The ellipses in each image are what predicted in AffNet. Then we match them based on local descriptor, thus establishing the correspondence. 3691935b2cfa96726e3bda57aae11d144a4788ad21e8334bff7070d13db28b48

ducha-aiki avatar Jun 15 '23 11:06 ducha-aiki