Residential College | false |
Status | 已發表Published |
Facial Expression Recognition via Broad Learning System | |
Zhang,Tong1; Liu,Zhulin2; Wang,Xue Han1; Xing,Xiao Fen1; Chen,C. L.Philip2; Chen,Enhong3 | |
2019-01-16 | |
Conference Name | IEEE International Conference on Systems, Man, and Cybernetics (SMC) |
Source Publication | Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018 |
Pages | 1898-1902 |
Conference Date | 2018/10/07-2018/10/10 |
Conference Place | Miyazaki, JAPAN |
Abstract | In recent years, research on facial expression Recognition (FER) has become an increasingly active research topic. Deep learning is a new area, which gives a new way to classify images of human faces into emotion categories. However, it faces many difficulties caused by poor robustness and real-time performance. This paper designs a new architecture network based on Broad Learning System (BLS) for facial expressions Recognition. It is established as a flat network. The original inputs are transferred and placed as mapped features in feature nodes, while the structure is expanded in wide sense in the enhancement nodes. To evaluate our architecture we tested the proposed method with the Extended Cohn-Kanade Dataset (CK+). The experimental results show that the BLS approach is very effective in facial expression Recognition to compare with convolutional neural networks. |
Keyword | Broad Learning System Emotion Recognition Facial Expression Recognition Feature Learning |
DOI | 10.1109/SMC.2018.00328 |
URL | View the original |
Indexed By | CPCI-S |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Cybernetics ; Computer Science, Information Systems |
WOS ID | WOS:000459884801164 |
Scopus ID | 2-s2.0-85062212026 |
Fulltext Access | |
Citation statistics | |
Document Type | Conference paper |
Collection | Faculty of Science and Technology DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE |
Corresponding Author | Zhang,Tong |
Affiliation | 1.Sch. of Electronics and Information,South China University of Technology,Guangzhou,China 2.Dept. of Computer and Inform. Science,University of Macau,Macao 3.Sch. of Computer Science and Technology. Univer. of Science and Tech. of China Hefei, China |
Recommended Citation GB/T 7714 | Zhang,Tong,Liu,Zhulin,Wang,Xue Han,et al. Facial Expression Recognition via Broad Learning System[C], 2019, 1898-1902. |
APA | Zhang,Tong., Liu,Zhulin., Wang,Xue Han., Xing,Xiao Fen., Chen,C. L.Philip., & Chen,Enhong (2019). Facial Expression Recognition via Broad Learning System. Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018, 1898-1902. |
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