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

On Trivial Solution and High Correlation Problems in Deep Supervised Hashing

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

Yuchen Guo

Tsinghua Univerisity


Xin Zhao

Tsinghua Univerisity


Guiguang Ding

Tsinghua Univerisity


Jungong Han

Lancaster University


DOI:

10.1609/aaai.v32i1.11855


Abstract:

Deep supervised hashing (DSH), which combines binary learning and convolutional neural network, has attracted considerable research interests and achieved promising performance for highly efficient image retrieval. In this paper, we show that the widely used loss functions, pair-wise loss and triplet loss, suffer from the trivial solution problem and usually lead to highly correlated bits in practice, limiting the performance of DSH. One important reason is that it is difficult to incorporate proper constraints into the loss functions under the mini-batch based optimization algorithm. To tackle these problems, we propose to adopt ensemble learning strategy for deep model training. We found out that this simple strategy is capable of effectively decorrelating different bits, making the hashcodes more informative. Moreover, it is very easy to parallelize the training and support incremental model learning, which are very useful for real-world applications but usually ignored by existing DSH approaches. Experiments on benchmarks demonstrate the proposed ensemble based DSH can improve the performance of DSH approaches significant.

Topics: AAAI

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HOW TO CITE:

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han On Trivial Solution and High Correlation Problems in Deep Supervised Hashing Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han On Trivial Solution and High Correlation Problems in Deep Supervised Hashing AAAI 2018, .

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han (2018). On Trivial Solution and High Correlation Problems in Deep Supervised Hashing. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han. On Trivial Solution and High Correlation Problems in Deep Supervised Hashing. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han. 2018. On Trivial Solution and High Correlation Problems in Deep Supervised Hashing. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han. (2018) "On Trivial Solution and High Correlation Problems in Deep Supervised Hashing", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han, "On Trivial Solution and High Correlation Problems in Deep Supervised Hashing", AAAI, p., 2018.

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han. "On Trivial Solution and High Correlation Problems in Deep Supervised Hashing". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han. "On Trivial Solution and High Correlation Problems in Deep Supervised Hashing". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Yuchen Guo||Xin Zhao||Guiguang Ding||Jungong Han. On Trivial Solution and High Correlation Problems in Deep Supervised Hashing. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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