Distinctive Image Features from Scale-Invariant Keypoints
Citations
3,137 citations
3,050 citations
2,961 citations
Cites methods from "Distinctive Image Features from Sca..."
...In most of our experiments we make use only of 128-D SIFT descriptors [27]....
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2,900 citations
Cites methods from "Distinctive Image Features from Sca..."
...For each individual source, an SVM classifier is created using SIFT (Lowe [70]) image features....
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...input feature set that is derived from the pixel information using SIFT descriptors [70]....
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2,317 citations
Cites methods from "Distinctive Image Features from Sca..."
...The performance of our two-stage system is similar to that of the best single-stage systems based on SIFT and PMK-SVM, perhaps because the PM Kernel is conceptually similar to our feature extractions stage....
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...Other proposals use simple oriented edge detection filters such as gradient operators, including SIFT [19], and HoG [6]....
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...Kavukcuoglu et al. [11] report recognition rates similar to SIFT using a single-stage feature extractor fed to either a linear classifier or a PMK-SVM....
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...SIFT uses a rectification followed by winner-take-all operation over orientation, which is an extreme form of normalization....
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...Furthermore, these numbers are similar to the performance of the original PMK-SVM system which used dense SIFT features (64.6...
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References
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