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rpautrat avatar rpautrat commented on May 18, 2024

The weights we provide were pre-trained on images from the 1M distractor images of https://github.com/filipradenovic/revisitop, then fine-tuned on MegaDepth.

Do you have examples of pairs of images of HPatches where it does not work so well? It should have a decent performance there, except for images with large rotations (eg > 45 degrees).

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ZhHaoH avatar ZhHaoH commented on May 18, 2024

I tested that in the v_boat case of Hpatches, image 1 doesn't match image 5 very well, they happen to be largely rotated

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rpautrat avatar rpautrat commented on May 18, 2024

Yes, image 5 has almost a 90 degrees rotation compared to image 1. GlueStick was only trained for small rotations, so it cannot cope with such big rotations. When you know that your application will have rotation, you can always rotate one of the two images by 90 degrees several times and match the first image with the second one rotated at 0, 90, 180 and 270 degrees.

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ZhHaoH avatar ZhHaoH commented on May 18, 2024

Ok, I will go and try to do some rotation pre-processing, thanks for your patience

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