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| Micro-expression Cognition and Emotion Modeling Based on Gross Reappraisal Strategy |
| Lun Xie, Xin Liu, Zhiliang Wang |
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Abstract Micro-expression cognition is a vital useful input to develop
affective computing strategies in modern human-computer/robot
interaction. In this paper, an effective system for micro-expression
cognition and emotional regulation is described. As input, a
micro-expressional face is represented as a point in a 3D space
characterized by arousal, valence and stance factors. The capture
and recognition method of micro-expressions is based on a novel
combination of 3D-Gradient projection descriptor, multi-scale and
multi-direction Gabor filter bank and the gradient magnitude
weighted Nearest Neighbor Algorithm (NNA) in facial feature regions.
The main distinguishing feature of our work is that the emotional
regulation model does not simply provide the classification and jump
in terms of a set of discrete emotional labels, but that it operates
in a continuous 3D emotional space enabling a wide range of
intermediary emotional states to be obtained. The micro-expression
recognition method has been tested with the Yale University's facial
database and universal participants' facial database so that it is
capable of analyzing any adult subject, male or female in the
typical database and interactive process. Then the cognition and
emotion system has been applied to the human-robot interaction, and
the results are very encouraging and show that our micro-expression
cognition and emotion model is generally consistent with human brain
emotional regulation mechanisms.
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| DOI:10.12733/jics20105593 |
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| [1] |
Anuwat Dechvijankit, Hiroshi Nagahashi, Kota Aoki. An Enhanced Way to Create Disk Topology Patch For Bounded-Parameterization[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1-11. |
| [2] |
You Lu, Chang Liu. The Explicit Piecewise Polynomials of Locally Supported Box Spline[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 13-27. |
| [3] |
Demin Wei, Shuo Yao, Zhuangning Xie. Directional wind Pressure of Cladding Structure[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 29-41. |
| [4] |
Xinghua Huo, Yafeng Yao, Zhao Chen. Implementation of a Direct Rotation CORDIC Algorithm with High Speed and Low Resource Consumption[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 43-50. |
| [5] |
Hui Zhi, Yanjun Hu, Jun Zhu, Quan Yuan, Mengmeng He. Cross-Layer Power Allocation Scheme for Two-Way Relaying System[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 51-58. |
| [6] |
Zhaolei Wei, Chunliang Chen, Ying Shen, Jiulin Luo. Research on Quality Evaluation of the Requirement Scheme for Equipment System[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 59-67. |
| [7] |
. Table of Contents - JICS Vol 13 No 1[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1000-1000. |
| [8] |
. JICS Vol 13 No 1 Cover[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1001-1001. |
| [9] |
Wenxiong Li;Haitao Ma;Taicong Chen. Exact Beam Element and Algorithms for Stability Analysis of Frame Structures Including Transverse Shear Deformation[J]. , 2015, 12(6): 2335-2350. |
| [10] |
Minyou Chen;Xuemin Tan. Batch Mode Active Learning Algorithm Combining with Self-training for Multiclass Brain-computer Interfaces[J]. , 2015, 12(6): 2351-2359. |
| [11] |
Qingyong Xu;Shunliang Jiang;Wei Huang;Famao Ye;Shaoping Xu. Feature Fusion Based Image Retrieval Using Deep Learning[J]. , 2015, 12(6): 2361-2373. |
| [12] |
Li Liu;Junjie Lv;Jingyuan Li;Yuanzhuo Wang. Evolutionary Game Model of Information Interaction in Social Network[J]. , 2015, 12(6): 2375-2388. |
| [13] |
Changbiao Xu;Zheng Zhang;Shimeng Zhang. A Scheme for the Power Control of WBAN Based on RSSI/LQI All-feed Information[J]. , 2015, 12(6): 2389-2396. |
| [14] |
Chunfei Zhang;Zhiyi Fang. Gateway Deployment Algorithm for Load Balance in Wireless Mesh Networks[J]. , 2015, 12(6): 2397-2405. |
| [15] |
Xiaochuan Wu;Weibo Deng;Qiang Yang. Dictionary Optimization for DOA Approximation in a Single Snapshot[J]. , 2015, 12(6): 2407-2415. |
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