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.