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3D Shape Estimation With an Enhanced Sparse Representation Approach

delete2021-01-01
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OA
AI
J
Jiaxiang Wang
Z
Zhigang Zeng
K
Kin‐Man Lam
DOI:10.1109/LSP.2021.3104088delete
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摘要

摘要

En 中文
In this paper, an enhanced sparse representation approach is proposed to estimate the 3D shapes of objects in 2D image sequences. In the proposed method, the unknown 3D shape is estimated via a two-stage scheme, namely the main 3D shape estimation stage and the compensatory 3D shape estimation stage. Moreover, a reweighted sparse representation model is constructed to extract the shape bases for each estimation stage. In the sparse model, a reweighted constraint is enforced to enhance the coefficient sparsity of the shape bases. Experimental results on the well-known CMU image sequences demonstrate the effectiveness and feasibility of the proposed approach.
Keyword:
Shape
Three-dimensional displays
Estimation
Solid modeling
Computational modeling
Signal processing algorithms
Image reconstruction
Non-rigid structure from motion
sparse representation model
3D reconstruction
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期刊

IEEE Signal Processing Magazine 封面图
IEEE Signal Processing Magazine
IF:
9.6
论文数:
1.1W
被引数:
1.7W

机构

H
hong kong polytechnic university
学者数:
3.0W
论文数: 4.1W
被引数: 921
A
anhui university
学者数:
1.9W
论文数: 1.2W
被引数: 24
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