Affective video classification based on spatio-temporal feature fusion

Proceedings - 6th International Conference on Image and Graphics, ICIG 2011

Volumn , Issue , 2011, Pages 795-800

  Zhao, Sicheng ^a   Yao, Hongxun ^a   Sun, Xiaoshuai ^a  

^a HARBIN INSTITUTE OF TECHNOLOGY   (China)

Author keywords

Affective video clssification; Facial expression recognition; Hidden dynamic conditional random fields; Spatio temporal feature fusion

Indexed keywords

ADABOOST LEARNING; AFFECTIVE VIDEO CLSSIFICATION; CLASSIFICATION RESULTS; DYNAMIC CONDITIONAL RANDOM FIELDS; FACIAL EXPRESSION RECOGNITION; FACIAL EXPRESSIONS; FEATURE FUSION; HAAR-LIKE FEATURES; HIDDEN DYNAMIC CONDITIONAL RANDOM FIELDS; RECOGNITION PERFORMANCE; SPATIAL FEATURES; SPATIO-TEMPORAL; TEMPORAL FEATURES; TIME DIMENSION; VIDEO CLASSIFICATION;

ADAPTIVE BOOSTING; CONTENT BASED RETRIEVAL; FACE RECOGNITION; GESTURE RECOGNITION; IMAGE SEGMENTATION;

FEATURE EXTRACTION;

EID: 80053013748     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIG.2011.181     Document Type: Conference Paper

References (22)

1. YouTube. www.youtube.comYouku. www.youku.com.
2. H.B. Kang. "Affective Content Detection Using HMMs," ACM ACM Multimedia, pp.259-262, 2003.
3. S. Arifin and P.Y.K. Cheung. "Affective Level Video Segmentation by Utilizing the Pleasure-Arousal-Dominance Information," IEEE Transactions on Multimedia, vol. 10, no. 7, pp. 1325-1341, 2008.
4. M. Xu, J.S. Jin, S. Luo and L. Duan. "Hierarchical Movie Affective Content Analysis Based on Arousal and Valence Features," ACM Multimedia, pp. 677 680, 2008.
5. Go Irie, Kota Hidaka, et al. "Latent Topic Driving Model for Movie Affective Scene Classification," ACM Multimedia, pp. 565 568, 2009.
6. S. Zhang, Q. Huang, S. Jiang, W. Gao, and Q. Tian, "Affective Visualization and Retrieval for Music Video", IEEE Transactions on Multimedia, vol.12, no.6, pp.510-522, 2010.
7. K.Chang, T. Liu, S. Lai. "Learning Partially-Observed Hidden Conditional Random Fields for Facial Expression Recognition," IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2009.
8. C. E. Izard. "The face of emotion," New York: Appleton-Century-Crofts, 1971.
9. P. Ekman and W. V. Friesen. "Facial action coding system," Consulting Psychologists Press, 1978.
10. I. Cohen, N. Sebe, A. Garg, L. Chen, and T. Huang. "Facial expression recognition from video sequences: Temporal and static modeling," Computer Vision and Image Understanding (CVIU), 2003.
11. G.Zhao and M. Pietikainen. "Dynamic texture recognition using local binary patterns with an application to facial expressions," IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 29(6), 2007.
12. T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham. "Active shape models: their training and application," Computer Vision and Image Understanding (CVIU), 61(1), 1995.
13. C. Shan, S. Gong, and P. W.McOwan. "Robust facial expression recognition using local binary patterns," IEEE International Conference on Image Processing (ICIP), 2005.
14. J. Whitehill and C. W. Omlin. "Haar features for FACE AU recognition," IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2006.
15. P. Yang, Q. Liu, and D. N. Metaxas. "Exploring Facial Expressions with Compositional Features," IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010.
16. P. Yang, Q. Liu, and D. N. Metaxas. "Boosting encoded dynamic features for facial expression recognition," Pattern Recognition Letters, 30(2), 2009.
17. Y. Zhang and Q. Ji. "Active and dynamic information fusion for facial expression understanding from image sequences," IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 27(5): 699-714, 2005.
18. I. Cohen, N. Sebe, A. Garg, L. Chen, and T. Huang. "Facial expression recognition from video sequences: Temporal and static modeling," Computer Vision and Image Understanding (CVIU), 91(1-2), 2003.
19. A. Quattoni, M. Collins, and T. Darrell. "Conditional random fields for object recognition," Neural Information Processing Systems (NIPS), 2004.
20. J. Lafferty, A. McCallum and F. Pereira. Conditional random fields: Probabilistic models for segmenting and labeling sequence data. International Conference on Machine Learning (ICML), 2001.
21. T. Kanade, J. Cohn, and Y.-L. Tian. Comprehensive database for facial expression analysis. IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2000.
22. Jian Hao, "Film Typology" (Chinese), Peking University Press, 2002.