The deep spatiotemporal network with dual-flow fusion for video-oriented facial expression recognition

Digital Communications and Networks - Tập 9 - Trang 1441-1447 - 2023
Chenquan Gan1,2,3, Jinhui Yao2, Shuaiying Ma2, Zufan Zhang2, Lianxiang Zhu4
1School of Cyber Security and Information Law, Chongqing University of Posts and Telecommunications, Chongqing 400065, China
2School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, 400065, China
3Engineering Research Center of Mobile Communications, Ministry of Education, Chongqing, 400065, China
4School of Computer Science, Xi’an Shiyou University, Xi’an 710065, China

Tài liệu tham khảo

Fu, 2019, Monocular depth estimation based on multi-scale graph convolution networks, IEEE Access, 8, 997, 10.1109/ACCESS.2019.2961606

Dong, 2019, Sequential Monte Carlo filter for state-of-charge estimation of lithium-ion batteries based on auto regressive exogenous model, IEEE Trans. Ind. Electron., 66, 8533, 10.1109/TIE.2018.2890499

Dai, 2017, Mixture statistic metric learning for robust human action and expression recognition, IEEE Trans. Circ. Syst. Video Technol., 28, 2484, 10.1109/TCSVT.2017.2772026

Hu, 2019, Video facial emotion recognition based on local enhanced motion history image and cnn-ctslstm networks, J. Vis. Commun. Image Represent., 59, 176, 10.1016/j.jvcir.2018.12.039

Pan, 2019, A deep spatial and temporal aggregation framework for video-based facial expression recognition, IEEE Access, 7, 48807, 10.1109/ACCESS.2019.2907271

Khan, 2019, Geometric positions and optical flow based emotion detection using mlp and reduced dimensions, IET Image Process., 13, 634, 10.1049/iet-ipr.2018.5728

Zhang, 2019, Learning affective video features for facial expression recognition via hybrid deep learning, IEEE Access, 7, 32297, 10.1109/ACCESS.2019.2901521

Zhang, 2017, Facial expression recognition based on deep evolutional spatial-temporal networks, IEEE Trans. Image Process., 26, 4193, 10.1109/TIP.2017.2689999

Hu, 2019, Video facial emotion recognition based on local enhanced motion history image and cnn-ctslstm networks, J. Vis. Commun. Image Represent., 59, 176, 10.1016/j.jvcir.2018.12.039

Chen, 2016, Facial expression recognition in video with multiple feature fusion, IEEE Transact. Affective Comput., 9, 38, 10.1109/TAFFC.2016.2593719

Abdallah, 2018, Facial-expression recognition based on a low-dimensional temporal feature space, Multimed. Tool. Appl., 77, 19455, 10.1007/s11042-017-5354-x

Bian, 2019, Efficient hierarchical temporal segmentation method for facial expression sequences, Turk. J. Electr. Eng. Comput. Sci., 27, 1680, 10.3906/elk-1809-75