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Feature Detection
参考资料:
- AR & Video Streaming Services Emerging Technologies - Coursera
- Feature Detection and Description - OpenCV-Python Tutorials
SIFT | SURF | FAST | BRIEF | ORB | BRISK | |
---|---|---|---|---|---|---|
Year | 1999 | 2006 | 2006 | 2010 | 2011 | 2011 |
Feature Detector | Difference of Gaussian | Fast Hessian | Binary comparison | N/A | FAST | FAST or AGAST |
Spectra | Local gradient magnitude | Integral box filter | N/A | Local binary | Local binary | Local binary |
Orientation | Yes | Yes | N/A | No | Yes | Yes |
Feature Shape | Square | HAAR rectangles | N/A | Square | Square | Square |
Feature Pattern | Square | Dense | N/A | Random point-pair pixel compares | Trained point-pair pixel compares | Trained point-pair pixel compares |