TY - GEN
T1 - Multi-view facial expression recognition analysis with generic sparse coding feature
AU - Tariq, Usman
AU - Yang, Jianchao
AU - Huang, Thomas S.
PY - 2012
Y1 - 2012
N2 - Expression recognition from non-frontal faces is a challenging research area with growing interest. This paper works with a generic sparse coding feature, inspired from object recognition, for multi-view facial expression recognition. Our extensive experiments on face images with seven pan angles and five tilt angles, rendered from the BU-3DFE database, achieve state-of-the-art results. We achieve a recognition rate of 69.1% on all images with four expression intensity levels, and a recognition performance of 76.1% on images with the strongest expression intensity. We then also present detailed analysis of the variations in expression recognition performance for various pose changes.
AB - Expression recognition from non-frontal faces is a challenging research area with growing interest. This paper works with a generic sparse coding feature, inspired from object recognition, for multi-view facial expression recognition. Our extensive experiments on face images with seven pan angles and five tilt angles, rendered from the BU-3DFE database, achieve state-of-the-art results. We achieve a recognition rate of 69.1% on all images with four expression intensity levels, and a recognition performance of 76.1% on images with the strongest expression intensity. We then also present detailed analysis of the variations in expression recognition performance for various pose changes.
UR - http://www.scopus.com/inward/record.url?scp=84867733072&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84867733072&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-33885-4_58
DO - 10.1007/978-3-642-33885-4_58
M3 - Conference contribution
AN - SCOPUS:84867733072
SN - 9783642338847
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 578
EP - 588
BT - Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings
PB - Springer
T2 - Computer Vision, ECCV 2012 - Workshops and Demonstrations, Proceedings
Y2 - 7 October 2012 through 13 October 2012
ER -