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3D reconstruction method based on contour features

3D reconstruction method based on contour features
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摘要 To guarantee the accuracy and real-time of the 3D reconstruction method for outdoor scene,an algorithm based on region segmentation and matching was proposed.Firstly,on the basis of morphological gradient information,obtained by comparing color weight gradient images and proposing a multi-threshold segmentation,scene contour features were extracted by a watershed algorithm and a fuzzy c-means clustering algorithm.Secondly,to reduce the search area,increase the correct matching ratio and accelerate the matching speed,the region constraint was established according to a region's local position,area and gray characteristics,the edge pixel constraint was established according to the epipolar constraint and the continuity constraint.Finally,by using the stereo matching edge pixel pairs,their 3D coordinates were estimated according to the binocular stereo vision imaging model.Experimental results show that the proposed method can yield a high stereo matching ratio and reconstruct a 3D scene quickly and efficiently. To guarantee the accuracy and real-time of the 3D reconstruction method for outdoor scene,an algorithm based on region segmentation and matching was proposed.Firstly,on the basis of morphological gradient information,obtained by comparing color weight gradient images and proposing a multi-threshold segmentation,scene contour features were extracted by a watershed algorithm and a fuzzy c-means clustering algorithm.Secondly,to reduce the search area,increase the correct matching ratio and accelerate the matching speed,the region constraint was established according to a region's local position,area and gray characteristics,the edge pixel constraint was established according to the epipolar constraint and the continuity constraint.Finally,by using the stereo matching edge pixel pairs,their 3D coordinates were estimated according to the binocular stereo vision imaging model.Experimental results show that the proposed method can yield a high stereo matching ratio and reconstruct a 3D scene quickly and efficiently.
作者 韩宝玲 朱颖 罗庆生 徐博 张天 HAN Bao-ling ZHU Ying LUO Qing-sheng XU Bo ZHANG Tian(School of Mechanical Engineering, Beijing Institute of Technology, Beijing 100081, China School of Optoelectronics, Beijing Institute of Technology, Beijing 100081, China School of Mechatronical Engineering, Beijing Institute of Technology, Beijing 100081, China)
出处 《Journal of Beijing Institute of Technology》 EI CAS 2016年第3期301-308,共8页 北京理工大学学报(英文版)
基金 Supported by the Ministerial Level Advanced Research Foundation(40401060305)
关键词 gradient map watershed algorithm fuzzy c-means clustering algorithm region con-straint contour matching 3D reconstruction gradient map watershed algorithm fuzzy c-means clustering algorithm region con-straint contour matching 3D reconstruction
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