Please use this identifier to cite or link to this item:
https://hdl.handle.net/10356/138945
Title: | Facial motion prior networks for facial expression recognition | Authors: | Chen, Yuedong Wang, Jianfeng Chen, Shikai Shi, Zhongchao Cai, Jianfei |
Keywords: | Engineering::Computer science and engineering | Issue Date: | 2019 | Source: | Chen, Y., Wang, J., Chen, S., Shi, Z., & Cai, J. (2019). Facial motion prior networks for facial expression recognition. Proceedings of 2019 IEEE Visual Communications and Image Procensing (VCIP). doi:10.1109/VCIP47243.2019.8965826 | Abstract: | Deep learning based facial expression recognition (FER) has received a lot of attention in the past few years. Most of the existing deep learning based FER methods do not consider domain knowledge well, which thereby fail to extract representative features. In this work, we propose a novel FER framework, named Facial Motion Prior Networks (FMPN). Particularly, we introduce an addition branch to generate a facial mask so as to focus on facial muscle moving regions. To guide the facial mask learning, we propose to incorporate prior domain knowledge by using the average differences between neutral faces and the corresponding expressive faces as the training guidance. Extensive experiments on three facial expression benchmark datasets demonstrate the effectiveness of the proposed method, compared with the state-of-the-art approaches. | URI: | https://hdl.handle.net/10356/138945 | ISBN: | 9781728137230 | DOI: | 10.1109/VCIP47243.2019.8965826 | Rights: | © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1109/VCIP47243.2019.8965826 | Fulltext Permission: | open | Fulltext Availability: | With Fulltext |
Appears in Collections: | IMI Conference Papers |
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Facial motion prior networks for facial expression recognition.pdf | 1.26 MB | Adobe PDF | ![]() View/Open |
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