Real-time keypoints matching: application to visual servoing

被引:11
作者
Tran, Thi Thanh Hai [1 ]
Marchand, Eric [1 ]
机构
[1] IRISA, INRIA, F-35000 Rennes, France
来源
PROCEEDINGS OF THE 2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-10 | 2007年
关键词
D O I
10.1109/ROBOT.2007.364059
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Many computer vision problems such as recognition, image retrieval, and tracking require matching two images. Currently, ones try to find as reliable as possible matching techniques with a very little constraint of computational time. In this paper, we are interested in applying image matching technique into robotic problems such as visual servoing in which the computational time is a critical element. We propose in this paper a real time keypoint based matching method. The novelties of this method include a fast corner detector, a compact corner descriptor based on Principal Component Analysis (PCA) technique and an efficient matching with help of Approximate Nearest Neighbor (ANN) technique. We show that the method gives a very satisfying result on accuracy as well as the computational time. The matching algorithm is applied to control a robot in a visual servoing application. It works at 10-14Hz and is well robust to variations in 3D viewpoint and illumination.
引用
收藏
页码:3787 / +
页数:2
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