TY - GEN
T1 - Investigation in Spatial-Temporal Domain for Face Spoof Detection
AU - Sun, Zhonglin
AU - Sun, Li
AU - Li, Qingli
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/9/10
Y1 - 2018/9/10
N2 - This paper focuses on face spoofing detection using video. The purpose is to find out the best scheme for this task in the end-to-end learning manner. We investigate 4 different types of structure to fully exploit the raw data in its spatial-temporal domain, which are the pure CNN, CNN with 3D convolution, CNN+LSTM and CNN+Conv-LSTM. Moreover, another stream built on optical flow is also used, and with a proper fusion method, it can improve the accuracy. In experiments, we compare schemes on the raw data in single stream and fusion methods with optical flow in two streams. The performance are not only given within each dataset, but also measured across different datsets, which is crucial to avoid the overfitting.
AB - This paper focuses on face spoofing detection using video. The purpose is to find out the best scheme for this task in the end-to-end learning manner. We investigate 4 different types of structure to fully exploit the raw data in its spatial-temporal domain, which are the pure CNN, CNN with 3D convolution, CNN+LSTM and CNN+Conv-LSTM. Moreover, another stream built on optical flow is also used, and with a proper fusion method, it can improve the accuracy. In experiments, we compare schemes on the raw data in single stream and fusion methods with optical flow in two streams. The performance are not only given within each dataset, but also measured across different datsets, which is crucial to avoid the overfitting.
KW - CNN
KW - Conv-LSTM
KW - LSTM
KW - Spoofing
UR - https://www.scopus.com/pages/publications/85054260281
U2 - 10.1109/ICASSP.2018.8461942
DO - 10.1109/ICASSP.2018.8461942
M3 - 会议稿件
AN - SCOPUS:85054260281
SN - 9781538646588
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
SP - 1538
EP - 1542
BT - 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018
Y2 - 15 April 2018 through 20 April 2018
ER -