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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Dual-Reference Face Retrieval

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

BingZhang Hu

University of East Anglia


Feng Zheng

University of Pittsburgh


Ling Shao

University of East Anglia


DOI:

10.1609/aaai.v32i1.12322


Abstract:

Face retrieval has received much attention over the past few decades, and many efforts have been made in retrieving face images against pose, illumination, and expression variations. However, the conventional works fail to meet the requirements of a potential and novel task---retrieving a person's face image at a specific age, especially when the specific "age" is not given as a numeral, i.e. "retrieving someone's image at the similar age period shown by another person's image." To tackle this problem, we propose a dual reference face retrieval framework in this paper, where the system takes two inputs: an identity reference image which indicates the target identity and an age reference image which reflects the target age. In our framework, the raw images are first projected on a joint manifold, which preserves both the age and identity locality. Then two similarity metrics of age and identity are exploited and optimized by utilizing our proposed quartet-based model. The experiments show promising results, outperforming hierarchical methods.

Topics: AAAI

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HOW TO CITE:

BingZhang Hu||Feng Zheng||Ling Shao Dual-Reference Face Retrieval Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

BingZhang Hu||Feng Zheng||Ling Shao Dual-Reference Face Retrieval AAAI 2018, .

BingZhang Hu||Feng Zheng||Ling Shao (2018). Dual-Reference Face Retrieval. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

BingZhang Hu||Feng Zheng||Ling Shao. Dual-Reference Face Retrieval. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

BingZhang Hu||Feng Zheng||Ling Shao. 2018. Dual-Reference Face Retrieval. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

BingZhang Hu||Feng Zheng||Ling Shao. (2018) "Dual-Reference Face Retrieval", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

BingZhang Hu||Feng Zheng||Ling Shao, "Dual-Reference Face Retrieval", AAAI, p., 2018.

BingZhang Hu||Feng Zheng||Ling Shao. "Dual-Reference Face Retrieval". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

BingZhang Hu||Feng Zheng||Ling Shao. "Dual-Reference Face Retrieval". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

BingZhang Hu||Feng Zheng||Ling Shao. Dual-Reference Face Retrieval. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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