JOURNAL ARTICLE

A robust point matching algorithm for image registration

Zhaoxia LiuJubai AnFanrong Meng

Year: 2011 Journal:   Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE Vol: 8350 Pages: 835011-835011   Publisher: SPIE

Abstract

Accurate point matching is a crucial and challenging process in feature-based image registration, especially for images with a monotonous background, In this paper, we propose a robust point matching algorithm for image registration which integrates cyclic string matching method and a two decision criteria, i. e., the stability and accuracy of transformation error. In this algorithm, a filtering strategy is designed to eliminate dubious matches to get exactly matched point sets. The performance of the proposed algorithm is evaluated by registering two typical image pairs containing repetitive patterns. Compared with Random Sample Consensus (RANSAC), Graph Transformation Matching (GTM), the proposed algorithm obtains the highest precision and stability.

Keywords:
RANSAC Point set registration Computer science Image registration Artificial intelligence Matching (statistics) Transformation (genetics) Algorithm Computer vision Stability (learning theory) Blossom algorithm Rigid transformation Point (geometry) Robustness (evolution) Image (mathematics) Pattern recognition (psychology) Mathematics Machine learning

Metrics

8
Cited By
1.28
FWCI (Field Weighted Citation Impact)
0
Refs
0.83
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Robotics and Sensor-Based Localization
Physical Sciences →  Engineering →  Aerospace Engineering
Graph Theory and Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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