A Novel Convolutional Neural Network for Facial Expression Recognition
文献类型：会议论文
| 作者 | Li J(李菁)4; Mi, Yang4; Yu, Jiahui3 |
| 出版日期 | 2018 |
| 会议日期 | November 29 - December 1, 2018 |
| 会议地点 | Beijing, China |
| 关键词 | Facial expression recognition Deep learning LBP Inception-ResNet layers |
| 页码 | 310-320 |
| 英文摘要 | Facial expression recognition is becoming a hot topic due to its wide applications in computer vision research fields. Traditional methods adopt hand-crafted features combined with classifiers to achieve the recognition goal. However, the accuracy of these methods often relies heavily on the extracted features and the classifier's parameters, and thus cannot get good result with unseen data. Recently, deep learning, which simulates the mechanism of human brain to interpret data, has shown remarkable results in visual object recognition. In this paper, we present a novel convolutional neural network which consists of local binary patterns and improved Inception-ResNet layers for automatic facial expression recognition. We apply the proposed method to three expression datasets, i.e., the Extended Cohn-kanade Dataset (CK+), the Japanese Female Expression Database (JAFFE), and the FER2013 Dataset. The experimental results demonstrate the feasibility and effectiveness of our proposed network. |
| 产权排序 | 4 |
| 会议录 | Cognitive Systems and Signal Processing - 4th International Conference, ICCSIP 2018, Revised Selected Papers
 |
| 会议录出版者 | Springer Verlag |
| 会议录出版地 | Berlin |
| 语种 | 英语 |
| ISSN号 | 1865-0929 |
| ISBN号 | 978-981-13-7985-7 |
| WOS记录号 | WOS:000490906400028 |
| 源URL | [http://ir.sia.cn/handle/173321/24680]  |
| 专题 | 沈阳自动化研究所_空间自动化技术研究室 |
| 作者单位 | 1.School of Computing, University of Portsmouth, Portsmouth, PO1 3HE, United Kingdom 2.The State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 3.School of Information Science and Engineering, Shenyang Ligong University, Shenyang 110159, China 4.School of Information Engineering, Nanchang University, Nanchang 330031, China |
| 推荐引用方式 GB/T 7714 | Li J,Mi, Yang,Yu, Jiahui. A Novel Convolutional Neural Network for Facial Expression Recognition[C]. 见:. Beijing, China. November 29 - December 1, 2018. |
入库方式： OAI收割
来源：沈阳自动化研究所
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