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ICP框架下基于表面间平均体积测度的深度像配准
引用本文:高鹏东,彭翔,李阿蒙,刘晓利. ICP框架下基于表面间平均体积测度的深度像配准[J]. 计算机辅助设计与图形学学报, 2007, 19(6): 719-724
作者姓名:高鹏东  彭翔  李阿蒙  刘晓利
作者单位:天津大学精密测试技术与仪器国家重点实验室,天津,300072;中国传媒大学高性能计算中心,北京,100024;天津大学精密测试技术与仪器国家重点实验室,天津,300072;深圳大学光电子学研究所教育部光电子器件与系统重点实验室,深圳,518060;深圳大学光电子学研究所教育部光电子器件与系统重点实验室,深圳,518060
基金项目:国家自然科学基金 , 广东省高校自然科研重点项目 , 广东省自然科学基金 , 广东省深圳市科技计划
摘    要:提出一种利用深度像重叠区域间的空间体积作为误差度量的精确配准算法.通过寻找2幅深度像重叠区域内的有效三角形对,并将这些三角形对所夹的三维空间作为误差测度来指导深度像的配准;然后将对应三角形的质心作为对应点对,估计出新的空间位置转换关系.实验结果表明:该算法具有较高的配准精度,收敛速度快并且具有一定的抗噪声能力.

关 键 词:表面间平均体积测度  深度像配准  误差测度  三角形对
收稿时间:2006-09-19
修稿时间:2006-09-192007-02-06

Range Image Registration with ICP Frame Using Surface Mean Inter-Space Measure
Gao Pengdong,Peng Xiang,Li Ameng,Liu Xiaoli. Range Image Registration with ICP Frame Using Surface Mean Inter-Space Measure[J]. Journal of Computer-Aided Design & Computer Graphics, 2007, 19(6): 719-724
Authors:Gao Pengdong  Peng Xiang  Li Ameng  Liu Xiaoli
Affiliation:State Key Laboratory of Precision Measurement Technology and Instrumentation, Tianjin University, Tianjin 300072; High Performance Computing Center, Communication University of China, Beijing 100024; Key Laboratory of Optoelectronic Devices and Systems of Chinese Education Ministry, Institute of Optoelectronics, Shenzhen University, Shenzhen 518060
Abstract:A novel approach is presented for precise registration of range images with a new error metric,based on the inter-space between overlap regions.The proposed method aligns range images using the surface mean inter-space measure(SMISM).This measure takes on the mean 3D inter-space associated with each valid triangle-pair in the overlap region as the error metric to guide the range image registration.And then the centroids of corresponding triangles are employed as point-pairs to calculate the new transformation.Experimental results demonstrate that the presented method is insensitive to noises and has high precision as well as a nice performance on convergence.
Keywords:surface mean inter-space measure   range image registration   error metric   triangle pair
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