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INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION

Abstract: 

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 convolu-tion, CNN+LSTM and CNN+Conv-LSTM. Moreover, anoth-er 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 perfor-mance are not only given within each dataset, but also mea-sured across different datsets, which is crucial to avoid the overfitting.

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Paper Details

Authors:
Zhonglin Sun, Li Sun, Qingli Li
Submitted On:
14 April 2018 - 1:35pm
Short Link:
Type:
Poster
Event:
Paper Code:
4415
Document Year:
2018
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[1] Zhonglin Sun, Li Sun, Qingli Li, "INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2844. Accessed: Oct. 17, 2018.
@article{2844-18,
url = {http://sigport.org/2844},
author = {Zhonglin Sun; Li Sun; Qingli Li },
publisher = {IEEE SigPort},
title = {INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION},
year = {2018} }
TY - EJOUR
T1 - INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION
AU - Zhonglin Sun; Li Sun; Qingli Li
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2844
ER -
Zhonglin Sun, Li Sun, Qingli Li. (2018). INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION. IEEE SigPort. http://sigport.org/2844
Zhonglin Sun, Li Sun, Qingli Li, 2018. INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION. Available at: http://sigport.org/2844.
Zhonglin Sun, Li Sun, Qingli Li. (2018). "INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION." Web.
1. Zhonglin Sun, Li Sun, Qingli Li. INVESTIGATION IN SPATIAL-TEMPORAL DOMAIN FOR FACE SPOOF DETECTION [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2844