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Improved RANSAC features image-matching method based on SURF
- Source :
- The Journal of Engineering (2019)
- Publication Year :
- 2019
- Publisher :
- Wiley, 2019.
-
Abstract
- For the speed of traditional SIFT algorithm in the feature extraction and matching is slow, the article proposes an improved RANSAC features image matching method based on speeded up robust features (SURF). First of all, detect images features and extract with SURF method, use the fast library for approximate nearest neighbours-based matcher method to perform initial matching on image feature points. Improve the RANSAC algorithm to increase the probability of correct matching points being sampled. Experimental results show that the improved RANSAC algorithm has high matching accuracy, good robustness, and short running time. It lays the foundation for the subsequent fast image stitching.
- Subjects :
- transforms
feature extraction
image matching
correct matching points
improved ransac algorithm
high matching accuracy
subsequent fast image stitching
ransac features image-matching method
traditional sift algorithm
improved ransac features image matching method
robust features
images features
surf method
matcher method
initial matching
image feature points
Engineering (General). Civil engineering (General)
TA1-2040
Subjects
Details
- Language :
- English
- ISSN :
- 20513305
- Database :
- Directory of Open Access Journals
- Journal :
- The Journal of Engineering
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.fdd9fc2f337841ce8da96dfb12aa7046
- Document Type :
- article
- Full Text :
- https://doi.org/10.1049/joe.2018.9198