OpenCV ORB detector finds very few keypoints

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醉梦人生
醉梦人生 2021-01-04 06:04

I\'m trying to use the ORB keypoint detector and it seems to be returning much fewer points than the SIFT detector and the FAST detector.

This image shows the keypo

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  •  南笙
    南笙 (楼主)
    2021-01-04 06:18

    Even though this thread is quite old, i hope this may help someone with the same question:

    I'm not sure how this parameter is passed to FAST or Harris but it seems to work.

    That is explained very well by Rublee et al. in their paper "ORB: an efficient alternative to SIFT or SURF". Since i don't think to be able to explain it better, here's a direct quote from page 2565 of "2011 International Conference on Computer Vision":

    FAST does not produce a measure of cornerness, and we have found that it has large responses along edges. We employ a Harris corner measure [11] to order the FAST keypoints. For a target number N of keypoints, we first set the threshold low enough to get more than N keypoints, then order them according to the Harris measure, and pick the top N points.

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