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Face identification using reference-based features with message passing model

delete2013-01-01
delete9
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OA
AI
W
Wei Shen
王博 封面图
王博 (Bo Wang)
王月明 封面图
王月明 (Yueming Wang)
白翔 (Xiang Bai) *
L
Longin Jan Latecki
DOI:10.1016/j.neucom.2012.06.032delete
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摘要

摘要

En 中文
In this paper, we propose a system for face identification. Given two query face images, our task is to tell whether or not they are of the same person. The main contribution of this paper comes from two aspects: (1) We adopt the one-shot similarity kernel [35] for learning the similarity of two face images. The learned similarity measures are then used to map a face image to reference images. (2) We propose a graph-based method for selecting an optimal set of reference images. Instead of directly working on the image features, we use the learned similarity to the reference images as the new features and compute the corresponding matching score of the two query images. Our approach is effective and easy to implement. We show encouraging and favorable results on the Labeled Faces in the Wild - a challenging data set of faces. (c) 2012 Elsevier B.V. All rights reserved.
Keyword:
Face identification
Message passing model
One-shot similarity
Similarity space
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期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

机构

P
pennsylvania commonwealth system of higher education (pcshe)
学者数:
12.9W
论文数: 11.7W
被引数: 177
U
university of toronto
学者数:
14.8W
论文数: 12.0W
被引数: 165
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