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[Feature Request] Add XFeat Learned Keypoint Detector & Descriptor #1371

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tak2hu opened this issue Oct 30, 2024 · 1 comment
Open

[Feature Request] Add XFeat Learned Keypoint Detector & Descriptor #1371

tak2hu opened this issue Oct 30, 2024 · 1 comment

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@tak2hu
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tak2hu commented Oct 30, 2024

XFeat: Accelerated Features for Lightweight Image Matching
TL;DR: Really fast learned keypoint detector and descriptor. Supports sparse and semi-dense matching.

Deep learning based feature detectors are usually more robust but are heavy using CPU. I got 1 FPS using the SuperPoint demo but 5 FPS with the XFeat demo (not much ik but still) using an Intel Core i7 Gen 8 laptop. It's a nice alternative to SuperPoint and I'm curious how well it would integrate into RTAB-Map.

Also with LightGlue learned matcher would be nice too.

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