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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 30 / No. 1: Thirtieth AAAI Conference On Artificial Intelligence

Face Video Retrieval via Deep Learning of Binary Hash Representations

March 8, 2023

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Authors

Zhen Dong

Beijing Institute of Technology


Su Jia

Stony Brook University


Tianfu Wu

Beijing University of Posts and Telecommunications and University of California, Los Angeles


Mingtao Pei

Beijing Institute of Technology


DOI:

10.1609/aaai.v30i1.10445


Abstract:

Retrieving faces from large mess of videos is an attractive research topic with wide range of applications. Its challenging problems are large intra-class variations, and tremendous time and space complexity. In this paper, we develop a new deep convolutional neural network (deep CNN) to learn discriminative and compact binary representations of faces for face video retrieval. The network integrates feature extraction and hash learning into a unified optimization framework for the optimal compatibility of feature extractor and hash functions. In order to better initialize the network, the low-rank discriminative binary hashing is proposed to pre-learn hash functions during the training procedure. Our method achieves excellent performances on two challenging TV-Series datasets.

Topics: AAAI

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HOW TO CITE:

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei Face Video Retrieval via Deep Learning of Binary Hash Representations Proceedings of the AAAI Conference on Artificial Intelligence, 30 (2016) .

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei Face Video Retrieval via Deep Learning of Binary Hash Representations AAAI 2016, .

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei (2016). Face Video Retrieval via Deep Learning of Binary Hash Representations. Proceedings of the AAAI Conference on Artificial Intelligence, 30, .

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei. Face Video Retrieval via Deep Learning of Binary Hash Representations. Proceedings of the AAAI Conference on Artificial Intelligence, 30 2016 p..

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei. 2016. Face Video Retrieval via Deep Learning of Binary Hash Representations. "Proceedings of the AAAI Conference on Artificial Intelligence, 30". .

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei. (2016) "Face Video Retrieval via Deep Learning of Binary Hash Representations", Proceedings of the AAAI Conference on Artificial Intelligence, 30, p.

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei, "Face Video Retrieval via Deep Learning of Binary Hash Representations", AAAI, p., 2016.

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei. "Face Video Retrieval via Deep Learning of Binary Hash Representations". Proceedings of the AAAI Conference on Artificial Intelligence, 30, 2016, p..

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei. "Face Video Retrieval via Deep Learning of Binary Hash Representations". Proceedings of the AAAI Conference on Artificial Intelligence, 30, (2016): .

Zhen Dong|| Su Jia|| Tianfu Wu|| Mingtao Pei. Face Video Retrieval via Deep Learning of Binary Hash Representations. AAAI[Internet]. 2016[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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