4 March 2015 Robust interest points matching based on local description and spatial constraints
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Proceedings Volume 9443, Sixth International Conference on Graphic and Image Processing (ICGIP 2014); 944331 (2015) https://doi.org/10.1117/12.2179923
Event: Sixth International Conference on Graphic and Image Processing (ICGIP 2014), 2014, Beijing, China
Abstract
Matching of interest points is a key and an essential step in image description and search with local features. In this paper, we present a new matching method based on the prediction validation principle by matching pairs of interest points with their local description and with adding spatial constraints. The proposed method is independent of the detection process in order to obtain robust estimates of matching points under different changes likes scale, orientation, illumination. Our new matching method is based on two main steps: the first step computes local features around interest points. In the second step, we add some spatial constraints in order to enhance the robustness of the matches. The experimental setup shows that the proposed method can produce robust matches with higher repeatability and reasonable computational efficiency compared to some state of the art algorithms.
© (2015) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Hana Gharbi, Hana Gharbi, Sahbi Bahroun, Sahbi Bahroun, Ezzeddine Zagrouba, Ezzeddine Zagrouba, } "Robust interest points matching based on local description and spatial constraints", Proc. SPIE 9443, Sixth International Conference on Graphic and Image Processing (ICGIP 2014), 944331 (4 March 2015); doi: 10.1117/12.2179923; https://doi.org/10.1117/12.2179923
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