TY - GEN
T1 - Accurate facial parts localization and deep learning for 3D facial expression recognition
AU - Jan, Asim
AU - Ding, Huaxiong
AU - Meng, Hongying
AU - Chen, Liming
AU - Li, Huibin
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/6/5
Y1 - 2018/6/5
N2 - Meaningful facial parts can convey key cues for both facial action unit detection and expression prediction. Textured 3D face scan can provide both detailed 3D geometric shape and 2D texture appearance cues of the face which are beneficial for Facial Expression Recognition (FER). However, accurate facial parts extraction as well as their fusion are challenging tasks. In this paper, a novel system for 3D FER is designed based on accurate facial parts extraction and deep feature fusion of facial parts. Experiments are conducted on the BU-3DFE database, demonstrating the effectiveness of combing different facial parts, texture and depth cues and reporting the state-of-the-art results in comparison with all existing methods under the same setting.
AB - Meaningful facial parts can convey key cues for both facial action unit detection and expression prediction. Textured 3D face scan can provide both detailed 3D geometric shape and 2D texture appearance cues of the face which are beneficial for Facial Expression Recognition (FER). However, accurate facial parts extraction as well as their fusion are challenging tasks. In this paper, a novel system for 3D FER is designed based on accurate facial parts extraction and deep feature fusion of facial parts. Experiments are conducted on the BU-3DFE database, demonstrating the effectiveness of combing different facial parts, texture and depth cues and reporting the state-of-the-art results in comparison with all existing methods under the same setting.
KW - Affective Computing
KW - Facial expression recognition
KW - Human-Computer Interaction
UR - https://www.scopus.com/pages/publications/85049391384
U2 - 10.1109/FG.2018.00075
DO - 10.1109/FG.2018.00075
M3 - 会议稿件
AN - SCOPUS:85049391384
T3 - Proceedings - 13th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2018
SP - 466
EP - 472
BT - Proceedings - 13th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 13th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2018
Y2 - 15 May 2018 through 19 May 2018
ER -