ResearchTasksLiveness DetectionLiveness DetectionFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedMS-Spoof withinGaussian Mixture Model (GMM)7.9HTER4Apr 13, 2026CSMAD (within)Convolutional Neural Network - LightCNN3.3HTER2Apr 13, 20263DMAD (within)Local Binary Patterns (LBP) + Linear Discriminant Analysis (LDA)18HTER2Apr 13, 2026A-Live iOSA-Live0FP1Jun 4, 2026A-Live AndroidA-Live9False Positives (FP)1Jun 4, 2026In-situ device interactions Android iOS (real-world deployment)——Primary metric0Jun 4, 2026