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Improved RANSAC features image-matching method based on SURF

Authors :
Jinliang Liu
FanLiang Bu
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.

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