Point cloud registration using a viewpoint dictionary

作者: David Avidar , David Malah , Meir Barzohar

DOI: 10.1109/ICSEE.2016.7806171

关键词:

摘要: The use of 3D point clouds is currently much interest. One the cornerstones cloud research and applications registration. Given two clouds, goal registration aligning them in a common coordinate system. In particular, we seek this work to align sparse noisy local cloud, created from single stereo pair images, dense large-scale global representing an urban outdoors environment. approach keypoint-based registration, tends fail due sparsity low quality cloud. We propose here new approach. It consists creation dictionary smaller using grid synthetic viewpoints over then perform via efficient search. Our shows promising results on data acquired

参考文章(17)
Tee-Ann Teo, Shih-Han Huang, Surface-Based Registration of Airborne and Terrestrial Mobile LiDAR Point Clouds Remote Sensing. ,vol. 6, pp. 12686- 12707 ,(2014) , 10.3390/RS61212686
Hui Huang, Dan Li, Hao Zhang, Uri Ascher, Daniel Cohen-Or, Consolidation of unorganized point clouds for surface reconstruction international conference on computer graphics and interactive techniques. ,vol. 28, pp. 176- ,(2009) , 10.1145/1618452.1618522
Sagi Katz, Ayellet Tal, Ronen Basri, Direct visibility of point sets ACM SIGGRAPH 2007 papers on - SIGGRAPH '07. ,vol. 26, pp. 24- ,(2007) , 10.1145/1275808.1276407
Yulan Guo, Mohammed Bennamoun, Ferdous Sohel, Min Lu, Jianwei Wan, Ngai Ming Kwok, A Comprehensive Performance Evaluation of 3D Local Feature Descriptors International Journal of Computer Vision. ,vol. 116, pp. 66- 89 ,(2016) , 10.1007/S11263-015-0824-Y
Luigi Di Stefano, Federico Tombari, Samuele Salti, Performance Evaluation of 3D Keypoint Detectors International Journal of Computer Vision. ,vol. 102, pp. 198- 220 ,(2013) , 10.1007/S11263-012-0545-4
Paul J. Besl, Neil D. McKay, Method for registration of 3-D shapes Sensor Fusion IV: Control Paradigms and Data Structures. ,vol. 1611, pp. 586- 606 ,(1992) , 10.1117/12.57955
Martin A. Fischler, Robert C. Bolles, Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography Communications of The ACM. ,vol. 24, pp. 381- 395 ,(1981) , 10.1145/358669.358692
A.E. Johnson, M. Hebert, Using spin images for efficient object recognition in cluttered 3D scenes IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 21, pp. 433- 449 ,(1999) , 10.1109/34.765655
Hugues Hoppe, Tony DeRose, Tom Duchamp, John McDonald, Werner Stuetzle, Surface reconstruction from unorganized points international conference on computer graphics and interactive techniques. ,vol. 26, pp. 71- 78 ,(1992) , 10.1145/133994.134011
S. Rusinkiewicz, M. Levoy, Efficient variants of the ICP algorithm digital identity management. pp. 145- 152 ,(2001) , 10.1109/IM.2001.924423