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

An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos

February 1, 2023

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Authors

Sicheng Zhao

University of California, Berkeley


Yunsheng Ma

Didi Chuxing & Harbin Institute of Technology, Weihai


Yang Gu

Didi Chuxing


Jufeng Yang

Nankai University


Tengfei Xing

Didi Chuxing


Pengfei Xu

Didi Chuxing


Runbo Hu

Didi Chuxing


Hua Chai

Didi Chuxing


Kurt Keutzer

University of California, Berkeley


DOI:

10.1609/aaai.v34i01.5364


Abstract:

Emotion recognition in user-generated videos plays an important role in human-centered computing. Existing methods mainly employ traditional two-stage shallow pipeline, i.e. extracting visual and/or audio features and training classifiers. In this paper, we propose to recognize video emotions in an end-to-end manner based on convolutional neural networks (CNNs). Specifically, we develop a deep Visual-Audio Attention Network (VAANet), a novel architecture that integrates spatial, channel-wise, and temporal attentions into a visual 3D CNN and temporal attentions into an audio 2D CNN. Further, we design a special classification loss, i.e. polarity-consistent cross-entropy loss, based on the polarity-emotion hierarchy constraint to guide the attention generation. Extensive experiments conducted on the challenging VideoEmotion-8 and Ekman-6 datasets demonstrate that the proposed VAANet outperforms the state-of-the-art approaches for video emotion recognition. Our source code is released at: https://github.com/maysonma/VAANet.

Topics: AAAI

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HOW TO CITE:

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos Proceedings of the AAAI Conference on Artificial Intelligence (2020) 303-311.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos AAAI 2020, 303-311.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer (2020). An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos. Proceedings of the AAAI Conference on Artificial Intelligence, 303-311.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer. An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.303-311.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer. 2020. An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos. "Proceedings of the AAAI Conference on Artificial Intelligence". 303-311.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer. (2020) "An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos", Proceedings of the AAAI Conference on Artificial Intelligence, p.303-311

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer, "An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos", AAAI, p.303-311, 2020.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer. "An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.303-311.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer. "An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 303-311.

Sicheng Zhao||Yunsheng Ma||Yang Gu||Jufeng Yang||Tengfei Xing||Pengfei Xu||Runbo Hu||Hua Chai||Kurt Keutzer. An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos. AAAI[Internet]. 2020[cited 2023]; 303-311.


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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