3D reconstruction of human head based on consumer RGB-D sensors

被引:1
作者
Liu, Zihan [1 ]
Gong, Guanghong [1 ]
Li, Ni [1 ]
Yu, Zihao [1 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing, Peoples R China
关键词
Head reconstruction; point cloud registration; closure differences; texture generation; MORPHABLE MODEL; POINT CLOUDS; REGISTRATION; ALGORITHM;
D O I
10.1142/S1793962320500610
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Three-dimensional (3D) reconstruction of a human head with high precision has promising applications in scientific research, product design and other fields. However, it still faces resistance from two factors. One is inaccurate registration caused by symmetrical distribution of head feature points, and the other is economic burden due to high-accuracy sensors. Research on 3D reconstruction with portable consumer RGB-D sensors such as the Microsoft Kinect has been highlighted in recent years. Based on our multi-Kinect system, a precise and low-cost three-dimensional modeling method and its system implementation are introduced in this paper. A registration method for multi-source point clouds is provided, which can reduce the fusion differences and reconstruct the head model accurately. In addition, a template-based texture generation algorithm is presented to generate a fine texture. The comparison and analysis of our experiments show that our method can reconstruct a head model in an acceptable time with less memory and better effect.
引用
收藏
页数:21
相关论文
共 43 条
[1]   Computing and rendering point set surfaces [J].
Alexa, M ;
Behr, J ;
Cohen-Or, D ;
Fleishman, S ;
Levin, D ;
Silva, CT .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2003, 9 (01) :3-15
[2]   An Integrated Platform for Live 3D Human Reconstruction and Motion Capturing [J].
Alexiadis, Dimitrios S. ;
Chatzitofis, Anargyros ;
Zioulis, Nikolaos ;
Zoidi, Olga ;
Louizis, Georgios ;
Zarpalas, Dimitrios ;
Daras, Petros .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2017, 27 (04) :798-813
[3]   A METHOD FOR REGISTRATION OF 3-D SHAPES [J].
BESL, PJ ;
MCKAY, ND .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (02) :239-256
[4]   A morphable model for the synthesis of 3D faces [J].
Blanz, V ;
Vetter, T .
SIGGRAPH 99 CONFERENCE PROCEEDINGS, 1999, :187-194
[5]   Detection and Accurate Localization of Circular Fiducials under Highly Challenging Conditions [J].
Calvet, Lilian ;
Gurdjos, Pierre ;
Griwodz, Carsten ;
Gasparini, Simone .
2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :562-570
[6]   A new point matching algorithm for non-rigid registration [J].
Chui, HL ;
Rangarajan, A .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 89 (2-3) :114-141
[7]   BundleFusion: Real-Time Globally Consistent 3D Reconstruction Using On-the-Fly Surface Reintegration [J].
Dai, Angela ;
Niessner, Matthias ;
Zollhofer, Michael ;
Izadi, Shahram ;
Theobalt, Christian .
ACM TRANSACTIONS ON GRAPHICS, 2017, 36 (03)
[8]  
Dong HW, 2017, IEEE IMTC P, P54
[9]  
Endres F, 2012, IEEE INT CONF ROBOT, P1691, DOI 10.1109/ICRA.2012.6225199
[10]  
Garland M., 1997, Computer Graphics Proceedings, SIGGRAPH 97, P209, DOI 10.1145/258734.258849