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Morphable model space based face super-resolution reconstruction and recognition

delete2012-02-01
delete21
PRE
AI
张
张迪 (Di Zhang) *
J
Jiazhong He
M
Minghui Du
DOI:10.1016/j.imavis.2012.01.005delete
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摘要

摘要

En 中文
Super-resolution image reconstruction is the process of producing a high-resolution image from a set of low-resolution images of the same scene. For the applications of performing face evaluation and/or recognition from low-resolution video surveillance, in the past, super-resolution image reconstruction was mainly used as a separate preprocessing step to obtain a high-resolution image in the pixel domain that is later passed to a face feature extraction and recognition algorithm. Such three-stage approach suffers a high degree of computational complexity. A low-dimensional morphable model space based face super-resolution reconstruction and recognition algorithm is proposed in this paper. The approach tries to construct the high-resolution information both required by reconstruction and recognition directly in the low dimensional feature space. We show that comparing with generic pixel domain algorithms, the proposed approach is more robust and more computationally efficient. (C) 2012 Elsevier B.V. All rights reserved.
Keyword:
Super-resolution
Feature space
Image sequence
Image reconstruction
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Image and Vision Computing 封面图
Image and Vision Computing
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论文数:
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被引数:
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机构

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Shaoguan University
学者数:
978
论文数: 796
被引数: 1.3K
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south china university of technology
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被引数: 85
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