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本次介绍分为两部分:第一部分介绍了几种经典的图像提取方法:SIFT, SURF, BRISK, ORB等;第二部分基于Ondrej Miksik的论文比较了经典图像提取方法在计算效率,准确率,召回率等方面的表现。
关键词:Feature detectors, Feature descriptors, SIFT, SURF, BRISK, ORB
参考论文:
《Evaluation of local detectors and descriptors for fast feature matching》 -- O. Miksik, K Mikolajczyk;
《Distinctive image features from scale-invariant keypoints》 -- David G.Lowe;
《Surf: Speeded up robust features》 -- Herbert Bay, Tinne Tuytelaars, Luc Van Gool;
《ORB: an efficient alternative to SIFT or SURF》 -- Ethan Rublee, Vincent Rabaud, Kurt Konolige, Gary Bradski;
《BRISK: Binary robust invariant scalable keypoints》 -- Stefan Leutenegger, Margarita Chili, Roland Y. Siegwart;
《Freak: Fast retina keypoint》 -- Alexandre Alahi, Raphael Ortiz, Pierre Vandergheynst
关键词:Feature detectors, Feature descriptors, SIFT, SURF, BRISK, ORB
参考论文:
《Evaluation of local detectors and descriptors for fast feature matching》 -- O. Miksik, K Mikolajczyk;
《Distinctive image features from scale-invariant keypoints》 -- David G.Lowe;
《Surf: Speeded up robust features》 -- Herbert Bay, Tinne Tuytelaars, Luc Van Gool;
《ORB: an efficient alternative to SIFT or SURF》 -- Ethan Rublee, Vincent Rabaud, Kurt Konolige, Gary Bradski;
《BRISK: Binary robust invariant scalable keypoints》 -- Stefan Leutenegger, Margarita Chili, Roland Y. Siegwart;
《Freak: Fast retina keypoint》 -- Alexandre Alahi, Raphael Ortiz, Pierre Vandergheynst