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

Deep Embedded Complementary and Interactive Information for Multi-View Classification

February 1, 2023

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Authors

Jinglin Xu

Northwestern Polytechnical University


Wenbin Li

Nanjing University


Xinwang Liu

National University of Defense Technology


Dingwen Zhang

Xidian University


Ji Liu

Kwai Inc.


Junwei Han

Northwestern Polytechnical University


DOI:

10.1609/aaai.v34i04.6122


Abstract:

Multi-view classification optimally integrates various features from different views to improve classification tasks. Though most of the existing works demonstrate promising performance in various computer vision applications, we observe that they can be further improved by sufficiently utilizing complementary view-specific information, deep interactive information between different views, and the strategy of fusing various views. In this work, we propose a novel multi-view learning framework that seamlessly embeds various view-specific information and deep interactive information and introduces a novel multi-view fusion strategy to make a joint decision during the optimization for classification. Specifically, we utilize different deep neural networks to learn multiple view-specific representations, and model deep interactive information through a shared interactive network using the cross-correlations between attributes of these representations. After that, we adaptively integrate multiple neural networks by flexibly tuning the power exponent of weight, which not only avoids the trivial solution of weight but also provides a new approach to fuse outputs from different deterministic neural networks. Extensive experiments on several public datasets demonstrate the rationality and effectiveness of our method.

Topics: AAAI

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Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han Deep Embedded Complementary and Interactive Information for Multi-View Classification Proceedings of the AAAI Conference on Artificial Intelligence (2020) 6494-6501.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han Deep Embedded Complementary and Interactive Information for Multi-View Classification AAAI 2020, 6494-6501.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han (2020). Deep Embedded Complementary and Interactive Information for Multi-View Classification. Proceedings of the AAAI Conference on Artificial Intelligence, 6494-6501.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han. Deep Embedded Complementary and Interactive Information for Multi-View Classification. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.6494-6501.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han. 2020. Deep Embedded Complementary and Interactive Information for Multi-View Classification. "Proceedings of the AAAI Conference on Artificial Intelligence". 6494-6501.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han. (2020) "Deep Embedded Complementary and Interactive Information for Multi-View Classification", Proceedings of the AAAI Conference on Artificial Intelligence, p.6494-6501

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han, "Deep Embedded Complementary and Interactive Information for Multi-View Classification", AAAI, p.6494-6501, 2020.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han. "Deep Embedded Complementary and Interactive Information for Multi-View Classification". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.6494-6501.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han. "Deep Embedded Complementary and Interactive Information for Multi-View Classification". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 6494-6501.

Jinglin Xu||Wenbin Li||Xinwang Liu||Dingwen Zhang||Ji Liu||Junwei Han. Deep Embedded Complementary and Interactive Information for Multi-View Classification. AAAI[Internet]. 2020[cited 2023]; 6494-6501.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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