中科院计算所视觉信息处理与学习组

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科学研究
情感计算组

组  长:山世光 研究员

Email:shiguang.shan[at]vipl.ict.ac.cn

地  址:中国科学院计算技术研究所

借鉴生理学、心理学和认知科学中对人的情感的产生、变化和表现形式等机理的研究,建立情感信号获取、分析、建模与理解模型,赋予计算机类人的情感感知与理解能力。
研究内容

基于视觉信号的表情分析与识别、微表情识别、多模态情感识别

Current Research Projects:

(1) 视频图像表情识别;(2) 多模态表情识别; (3) 微表情识别;

会议论文

1.    Mengyi Liu, Shaoxin Li, Shiguang Shan, Xilin Chen. Enhancing Expression Recognition in the Wild with Unlabeled Reference Data, Asian Conference on Computer Vision (ACCV), pp. 577-588, 2012.

2.    Mengyi Liu, Shaoxin Li, Shiguang Shan, Xilin Chen. AU-aware Deep Networks for Facial Expression Recognition, IEEE Conference on Automatic Face and Gesture Recognition (FG), pp. 1-6, 2013.

3.    Mengyi Liu, Ruiping Wang, Zhiwu Huang, Shiguang Shan, Xilin Chen. Partial Least Squares Regression on Grassmannian Manifold for Emotion Recognition, ACM International Conference on Multimodal Interaction (ICMI), pp. 525-530, 2013.

4.    Mengyi Liu, Shaoxin Li, Shiguang Shan, Ruiping Wang, Xilin Chen. Deeply Learning Deformable Facial Action Parts Model for Dynamic Expression Analysis, Asian Conference on Computer Vision (ACCV), pp. 143-157, 2014.

5.    Mengyi Liu, Ruiping Wang, Shaoxin Li, Shiguang Shan, Zhiwu Huang, Xilin Chen. Combining Multiple Kernel Methods on Riemannian Manifold for Emotion Recognition in the Wild, ACM International Conference on Multimodal Interaction (ICMI), pp. 494-501, 2014.

6.    Mengyi Liu, Shiguang Shan, Ruiping Wang, Xilin Chen. Learning Expressionlets on Spatio-Temporal Manifold for Dynamic Facial Expression Recognition, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1749-1756, 2014.

7.    Mengyi Liu, Xin Liu, Yan Li, Xilin Chen, Alexander Hauptmann, Shiguang Shan. Exploiting Feature Hierarchies With Convolutional Neural Networks for Cultural Event Recognition, IEEE International Conference on Computer Vision (ICCV) Workshops, pp. 32-37, 2015.

视觉信息处理和学习组
  • 单位地址:北京海淀区中关村科学院南路6号
  • 邮编:100190
  • 联系电话:010-62600514
  • Email:yi.cheng@vipl.ict.ac.cn
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