中科院计算所视觉信息处理与学习组
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:曾加贝博士/山世光研究员

Email:jiabei.zeng[at]vipl.ict.ac.cn; sgshan [at] ict.ac

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

研究内容

1)  基于视觉信号的表情识别与分析,包括情绪识别、面部动作单元检测、情感维度估计(如正负性valence、强度arousal的估计)等;

2)  开放环境下的表情与情感分析,如遮挡条件下的表情识别、联系时空上下文的表情识别与分析、多模态的表情/情感分析等;
3)  基于应用场景的情感分析,包括金融、教育、健康等领域。

部分论文

刊物论文

1.    Mengyi Liu, Ruiping Wang, Shiguang Shan, Xilin Chen, "Learning Prototypes and Similes on Grassmann Manifold for Spontaneous Expression Recognition," Computer Vision and Image Understanding, vol. 147, pp. 95-101, 2016.

2.    Mengyi Liu, Shiguang Shan, Ruiping Wang, Xilin Chen, "Learning Expressionlets via Universal Manifold Model for Dynamic Facial Expression Recognition," IEEE Transactions on Image Processing, vol. 25, no. 12, pp. 5920-5932, 2016.

3.    Mengyi Liu, Ruiping Wang, Shaoxin Li, Zhiwu Huang, Shiguang Shan, Xilin Chen, "Video Modeling and Learning on Riemannian Manifold for Emotion Recognition in the Wild," Journal on Multimodal User Interfaces, vol. 10, no. 2, pp. 113-124, 2016.

4.    Mengyi Liu, Shaoxin Li, Shiguang Shan, Xilin Chen, "AU-inspired Deep Networks for Facial Expression Feature Learning," Neurocomputing, vol. 159, pp. 126-136, 2015.

会议论文

1.    Jiabei Zeng, Shiguang Shan, Xilin Chen, "Facial Expression Recognition with Inconsistently Annotated Datasets," To appear in Proc. European Conference on Computer Vision (ECCV2018), pp. 1-16, Munich, Germany, 2018. 【pdf】

2.    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(ICCV2015) Workshops, pp. 32-37, 2015.

3.    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(ACCV2014), pp. 143-157, 2014.

4.    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(CVPR2014), pp. 1749-1756, 2014.

5.    Mengyi Liu, Ruiping Wang, Shaoxin Li, Zhiwu Huang, Shiguang Shan, Xilin Chen, "Combining Multiple Kernel Methods on Riemannian Manifold for Emotion Recognition in the Wild," ACM International Conference on Multimodal Interaction(ICMI2014), pp. 494-501, 2014.

6.    Mengyi Liu, Shaoxin Li, Shiguang Shan, Xilin Chen, "AU-Aware Deep Networks for Facial Expression Recognition," IEEE Conference on Automatic Face and Gesture Recognition(FG2013), pp. 1-6, 2013.

7.    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(ICMI2013), pp. 525-530, 2013.

8.    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.


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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