Knowledge Commons of Institute of Automation,CAS
A fast approach to deformable surface 3D tracking | |
Wang, Chenhao1; Shen, Shuhan2; Liu, Yuncai1 | |
发表期刊 | PATTERN RECOGNITION |
2011-12-01 | |
卷号 | 44期号:12页码:2915-2925 |
文章类型 | Article |
摘要 | Deformable surface 3D tracking is a severely under-constrained problem and great efforts have been made to solve it. A recent state-of-the-art approach solves this problem by formulating it as a second order cone programming (SOCP) problem. However, one drawback of this approach is that it is time-consuming. In this paper, we propose an effective method for 3D deformable surface tracking. First, we formulate the deformable surface tracking problem as a linear programming (LP) problem. Then, we solve the LP problem with an algorithm which converges superlinearly rather than bisection algorithm whose convergence speed is linear. Our experimental studies on synthetic and real data have demonstrated the proposed method can not only reliably recover 3D structures of surfaces but also run faster than the state-of-the-art method. (C) 2011 Elsevier Ltd. All rights reserved. |
关键词 | Deformable Surface 3d Reconstruction Linear Programming Convex Optimization |
WOS标题词 | Science & Technology ; Technology |
关键词[WOS] | GENERALIZED FRACTIONAL PROGRAMS ; ACTIVE APPEARANCE MODELS ; ALGORITHM ; MOTION ; SHAPE |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000292947000009 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/2950 |
专题 | 多模态人工智能系统全国重点实验室_机器人视觉 |
作者单位 | 1.Shanghai Jiao Tong Univ, Inst Image Proc & Pattern Recognit, Shanghai, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100864, Peoples R China |
推荐引用方式 GB/T 7714 | Wang, Chenhao,Shen, Shuhan,Liu, Yuncai. A fast approach to deformable surface 3D tracking[J]. PATTERN RECOGNITION,2011,44(12):2915-2925. |
APA | Wang, Chenhao,Shen, Shuhan,&Liu, Yuncai.(2011).A fast approach to deformable surface 3D tracking.PATTERN RECOGNITION,44(12),2915-2925. |
MLA | Wang, Chenhao,et al."A fast approach to deformable surface 3D tracking".PATTERN RECOGNITION 44.12(2011):2915-2925. |
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