MOTION-BASED DEPTH ESTIMATION FOR 2D-TO-3D VIDEO CONVERSION

被引:0
作者
Wang, Ming-Jiun
Chen, Chun-Fu
Lee, Gwo Giun
机构
来源
2013 IEEE INTERNATIONAL CONFERENCE ON VISUAL COMMUNICATIONS AND IMAGE PROCESSING (IEEE VCIP 2013) | 2013年
关键词
Depth estimation; motion estimation; co-occurrence matrix; depth-image-based-rendering(DIBR);
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a motion-based depth estimation algorithm for automatic 2D-to-3D video conversion algorithm by employing the co-occurrence matrix of motion vectors (MVCM). Video scenes possess distinct signatures of MVCM, which enables exploiting the corresponding motion-depth relation for depth generation. The subsequent motion-compensated depth updating scheme provides stable and comfort 3D visual quality as synthesized by depth-image-based rendering. The simulation results of several high-definition image sequences indicate that the proposed algorithm produces better and more reasonable depth than two motion-based depth estimation algorithms. With the adaptive depth estimation scheme using MVCM, the proposed 2D-to-3D video conversion algorithm can accommodate a great variety of visual contents. It thus provides an efficient and reliable solution towards the problem of automatic 3D video content creation.
引用
收藏
页数:6
相关论文
共 17 条
[1]   Scene representation technologies for 3DTV -: A survey [J].
Alatan, A. Aydin ;
Yemez, Yuecel ;
Gueduekbay, Ugur ;
Zabulis, Xenophon ;
Mueller, Karsten ;
Erdem, Cigdem Eroglu ;
Weigel, Christian ;
Smolic, Aljoscha .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2007, 17 (11) :1587-1605
[2]   A depth estimation algorithm with a single image [J].
Aslantas, V. .
OPTICS EXPRESS, 2007, 15 (08) :5024-5029
[3]   Depth-map generation by image classification [J].
Battiato, S ;
Curti, S ;
La Cascia, M ;
Tortora, M ;
Scordato, E .
THREE-DIMENSIONAL IMAGE CAPTURE AND APPLICATIONS VI, 2004, 5302 :95-104
[4]  
CHEN CF, 2012, P 2012 IEEE WORKSH S, P67
[5]  
Choi C.-H., 2004, IEEE T CONSUM EL AUG
[6]   Depth-image-based rendering (DIBR), compression and transmission for a new approach on 3D-TV [J].
Fehn, C .
STEREOSCOPIC DISPLAYS AND VIRTUAL REALITY SYSTEMS XI, 2004, 5291 :93-104
[7]   Free-viewpoint TV system based on ray-space representation [J].
Fujii, T ;
Tanimoto, M .
THREE-DIMENSIONAL TV, VIDEO AND DISPLAY, 2002, 4864 :175-189
[8]   A Kalman filter approach to direct depth estimation incorporating surface structure [J].
Hung, YS ;
Ho, HT .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (06) :570-575
[9]  
Lee Gwo Giun, 2008, P 2008 IEEE INT C MU
[10]  
Lee Gwo Giun, 2008, J SIGNAL PROCESSING, V50