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Papers Benchmarks Datasets Tasks

Face Anti-Spoofing research benchmarks · SOTA2 Research

Face Anti-Spoofing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

OULU-NPU ICM → O

7.68HTER

115

Feb 26, 2026

Idiap Replay-Attack OCM → I

4.29HTER

96

Feb 26, 2026

MSU-MFSD OCI → M

3.52HTER

85

Feb 26, 2026

Replay-Attack I (test)

0.43HTER

72

Jul 3, 2026

CASIA-CeFA (C), PADISI (P), CASIA-SURF (S), and WMCA (W) Protocol 2, Missing D

6.83HTER

64

Jul 7, 2026

MSU-MFSD M (test)

0.32HTER

58

Jul 3, 2026

OULU-NPU O (test)

0.015HTER

53

Jul 3, 2026

CASIA-FASD OMI → C

2.42HTER

41

Feb 26, 2026

Replay-Attack (test)

0HTER

38

Mar 4, 2026

MSU-MFSD (M) & Replay-Attack (I) to CASIA-MFSD (C) (test)

DINOv2 with Registers (Baseline)

8.29HTER (%)

35

Jun 5, 2026

CASIA-MFSD O&M&I to C (test)

8.7HTER

28

Feb 26, 2026

CASIA-FASD C (test)

0.52HTER

25

Jul 3, 2026

PS -> CW (PADISI-USC, CASIA-SURF to CASIA-CeFA, WMCA) Protocol 3 (Cross-dataset)

6.3HTER

25

Jul 7, 2026

CASIA-CeFA, WMCA, PADISI-USC, CASIA-SURF CW -> PS Protocol 3 (Cross-dataset)

7.52HTER

25

Jul 7, 2026

MSU-MFSD (M) & Replay-Attack (I) to OULU-NPU (O) (test)

18.47HTER

25

Jun 5, 2026

OULU-NPU (Protocol 1)

0.2ACER (%)

24

Feb 26, 2026

Replay-Attack CR Protocol (Train on CASIA-MFSD) (test)

5.29HTER

22

Jun 5, 2026

Replay-Mobile (RM) (test)

0HTER

20

Feb 27, 2026

CSW (CASIA-Surf-CeFA, CASIA-Surf, WMCA)

9.52ACER (CS->W)

19

Jun 2, 2026

OULU-NPU CASIA-MFSD Idiap MSU-MFSD Average (test)

1.06HTER

19

Jul 3, 2026

9.78HTER

18

Mar 4, 2026

6.81HTER

18

Mar 4, 2026

0.03HTER

18

Mar 4, 2026

5.86HTER

18

Mar 4, 2026

15.93HTER (%)

18

Mar 4, 2026

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