基于半监督学习的人脸识别反欺骗方法研究
李莉, 曾伟良, 黄永慧, 孙为军

Research on anti-spoofing method of face recognition based on semi-supervised learning
Li LI, Weiliang ZENG, Yonghui HUANG, Weijun SUN
表4 RMFD上半监督学习对不同数量的带标签图像的分类准确率
方法 100张 200张 300张
LS(RBF) 49.34% 49.34% 49.34%
LS(KNN) 50.27% 51.80% 53.30%
LP(RBF) 40.47% 40.47% 40.47%
LP(KNN) 50.00% 51.40% 51.60%
K-means+SVM 60.52% 61.08% 62.78%
Improved-GAN 67.14% 69.75% 73.19%
SHOT-VAE 65.05% 67.10% 69.96%
本文方法 62.27% 74.55% 83.05%