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

Transfer Adversarial Hashing for Hamming Space 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

Zhangjie Cao

Tsinghua University


Mingsheng Long

Tsinghua University


Chao Huang

Tsinghua University


Jianmin Wang

Tsinghua University


DOI:

10.1609/aaai.v32i1.12338


Abstract:

Hashing is widely applied to large-scale image retrieval due to the storage and retrieval efficiency. Existing work on deep hashing assumes that the database in the target domain is identically distributed with the training set in the source domain. This paper relaxes this assumption to a transfer retrieval setting, which allows the database and the training set to come from different but relevant domains. However, the transfer retrieval setting will introduce two technical difficulties: first, the hash model trained on the source domain cannot work well on the target domain due to the large distribution gap; second, the domain gap makes it difficult to concentrate the database points to be within a small Hamming ball. As a consequence, transfer retrieval performance within Hamming Radius 2 degrades significantly in existing hashing methods. This paper presents Transfer Adversarial Hashing (TAH), a new hybrid deep architecture that incorporates a pairwise t-distribution cross-entropy loss to learn concentrated hash codes and an adversarial network to align the data distributions between the source and target domains. TAH can generate compact transfer hash codes for efficient image retrieval on both source and target domains. Comprehensive experiments validate that TAH yields state of the art Hamming space retrieval performance on standard datasets.

Topics: AAAI

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HOW TO CITE:

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang Transfer Adversarial Hashing for Hamming Space Retrieval Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang Transfer Adversarial Hashing for Hamming Space Retrieval AAAI 2018, .

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang (2018). Transfer Adversarial Hashing for Hamming Space Retrieval. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang. Transfer Adversarial Hashing for Hamming Space Retrieval. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang. 2018. Transfer Adversarial Hashing for Hamming Space Retrieval. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang. (2018) "Transfer Adversarial Hashing for Hamming Space Retrieval", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang, "Transfer Adversarial Hashing for Hamming Space Retrieval", AAAI, p., 2018.

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang. "Transfer Adversarial Hashing for Hamming Space Retrieval". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang. "Transfer Adversarial Hashing for Hamming Space Retrieval". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Zhangjie Cao||Mingsheng Long||Chao Huang||Jianmin Wang. Transfer Adversarial Hashing for Hamming Space Retrieval. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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