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Enhanced Broad Siamese Network for Facial Emotion Recognition in Human-Robot Interaction
Li, Yikai1; Zhang, Tong1,2; Philip Chen, C. L.1,2,3
2021-10
Source PublicationIEEE Transactions on Artificial Intelligence
Volume2Issue:5Pages:413-423
Abstract

Robotics is one important domain of artificial intelligence applications. Proliferation of robotics makes our lives more convenient and colorful. Emotion recognition is one important task for a robot to communicate with human beings. Although different works have been proposed to complete the task of emotion recognition, conventional methods often require a lot of time and memory resources. Since a robot is often required to react timely and equipped with limited resources, we propose an enhanced Siamese network algorithm to resolve such a problem. We combine Siamese network with broad learning system while further improving mechanism of similarity metric. Experiment results show that our method can achieve a comparable performance to conventional deep learning method while reducing consumption of computing time and memory resources.

KeywordBroad Learning System (Bls) Emotion Recognition Robotic Intelligence Siamese Network
DOI10.1109/TAI.2021.3105621
URLView the original
Language英語English
Scopus ID2-s2.0-85129894929
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Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Affiliation1.The School of Computer Sciences and Engineering, South China University of Technology, Guangzhou, 510006, China
2.The Pazhou Lab, Guangzhou, 510335, China
3.The Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macao
Recommended Citation
GB/T 7714
Li, Yikai,Zhang, Tong,Philip Chen, C. L.. Enhanced Broad Siamese Network for Facial Emotion Recognition in Human-Robot Interaction[J]. IEEE Transactions on Artificial Intelligence, 2021, 2(5), 413-423.
APA Li, Yikai., Zhang, Tong., & Philip Chen, C. L. (2021). Enhanced Broad Siamese Network for Facial Emotion Recognition in Human-Robot Interaction. IEEE Transactions on Artificial Intelligence, 2(5), 413-423.
MLA Li, Yikai,et al."Enhanced Broad Siamese Network for Facial Emotion Recognition in Human-Robot Interaction".IEEE Transactions on Artificial Intelligence 2.5(2021):413-423.
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