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A Method for Range Image Registration via Neural Network and ICP Algorithm

A Method for Range Image Registration via Neural Network and ICP Algorithm

作     者:LI Qingguang,GAO Cen,WU Xianfeng,LI Dehua Institute for Pattern Recognition and Artificial Intelligence,Huazhong University of Science and Technology,Wuhan 430074,Hubei,China 

作者机构:Institute for Pattern Recognition and Artificial Intelligence Huazhong University of Science and Technology Wuhan Hubei China 

出 版 物:《Wuhan University Journal of Natural Sciences》 (武汉大学学报(自然科学英文版))

年 卷 期:2010年第15卷第5期

页      面:398-402页

学科分类:081203[工学-计算机应用技术] 08[工学] 0835[工学-软件工程] 0812[工学-计算机科学与技术(可授工学、理学学位)] 

基  金:Supported by the National Natural Science Foundation of China (69775022) 

主  题:registration range image neural network iterative closest point 

摘      要:In this paper,a new integrated registration algorithm based on neural network and ICP(iterative closest point) algorithm is presented.A coarse registration process is implemented with neural network,and then further optimized by ICP *** corresponding point pairs are found according to the target points' curvature and color *** distance,which reflects the scattering degree of point data,is employed to define the closest distance and the closest *** results of the experiment show that our algorithm has better feasibility,validity and efficiency than the traditional ICP method.

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