Papers › face anti-spoofing based on color texture analysis

face anti-spoofing based on color texture analysis

19 Nov 2015arXiv:1511.06316archive 2025-07-28

Zinelabidine Boulkenafet, Jukka Komulainen, Abdenour Hadid

Research on face spoofing detection has mainly been focused on analyzing the luminance of the face images, hence discarding the chrominance information which can be useful for discriminating fake faces from genuine ones. In this work, we propose a new face anti-spoofing method based on color texture analysis. We analyze the joint color-texture information from the luminance and the chrominance channels using a color local binary pattern descriptor. More specifically, the feature histograms are extracted from each image band separately. Extensive experiments on two benchmark datasets, namely CASIA face anti-spoofing and Replay-Attack databases, showed excellent results compared to the state-of-the-art. Most importantly, our inter-database evaluation depicts that the proposed approach showed very promising generalization capabilities.

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Face Anti-SpoofingTexture Classification

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Face Anti-Spoofing MSU-MFSD Color LBP Equal Error Rate 10.8% #3 of 3 Archive leaderboard report
Face Anti-Spoofing Replay-Attack YCbCr+HSV-LBP EER 0.40 #3 of 4 Archive leaderboard report
Face Anti-Spoofing Replay-Attack YCbCr+HSV-LBP HTER 2.90 #3 of 4 Archive leaderboard report

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