开源SIFT特征库OpenSIFT: An Open-Source SIFT Library
2016-05-30 17:56
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OpenSIFT
An Open-Source SIFT Library
Viewproject onGitHub
The Scale Invariant Feature Transform (SIFT) is a method to detect distinctive, invariant image feature points, which easily can be matched between images to perform tasks such as object detection and recognition, or to compute geometrical transformations between
images. The open-source SIFT library available here is implemented in C using the OpenCV open-source computer vision library and includes functions for computing SIFT features in images, matching SIFT features between images using kd-trees, and computing geometrical
image transforms from feature matches using RANSAC. The library also includes functionality to import and work with image features from both David
Lowe's SIFT executable andthe
Oxford VGG’s affine covariant feature detectors. The images below depict some of this functionality.
| ||
SIFT features detected in two images |
| ||
SIFT features matched between the two images and the transform computed from the matches using RANSAC. |
Dependencies
OpenCV (>=2.1)
GTK+2 (>=
2.9).
References
AnOpen Source SIFT Library. R. Hess. ACM MM,
2010.
Distinctive
Image Features from Scale-Invariant Keypoints. D. Lowe. IJCV,
60 (2), 2004.
Acknowledgments
Please see the THANKS file in the distribution for a list of contributors. Many thanks to all of these folks.from: http://robwhess.github.io/opensift/
Patent Notice |
The following patent has been issued for methods embodied in this software: "Method and apparatus for identifying scale invariant features in an image and use of same for locating an object in an image," David G. Lowe, US Patent 6,711,293 (March 23, 2004). Provisional application filed March 8, 1999. Asignee: The University of British Columbia. For further details, contact David Lowe (lowe@cs.ubc.ca) or the University-Industry Liaison Office of the University of British Columbia |
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