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Papers Benchmarks Datasets Tasks

Face Anti-Spoofing research benchmarks – Page 3 · SOTA2 Research

Face Anti-Spoofing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SiW-M Protocol-1 v2 (test)

3.11HTER

10

Feb 27, 2026

M&I to O (test)

17.7HTER

10

Feb 26, 2026

M&I to C (test)

17.77HTER

10

Feb 26, 2026

SiW Protocol 3 1.0 (test)

21.7ACER

10

Feb 26, 2026

SiW Protocol 1 1.0 (test)

0.64ACER

10

Feb 26, 2026

SiW Protocol 2 (test)

35ACER

10

Feb 26, 2026

CASIA-FASD, Replay-Attack, and MSU-MFSD Cross-Database

21.4HTER (Train CASIA / Test Replay)

10

Feb 26, 2026

CASIA-SURF (U) [Cross-domain from O, S] (test)

10.61HTER

9

Jun 5, 2026

HKBU-MARs H Cross-domain from O, S (test)

5.55HTER

9

Jun 5, 2026

3DMAD (D) Cross-domain from O, S (test)

0.22HTER

9

Jun 5, 2026

OULU-NPU complete protocol (test)

0APCER

9

Feb 27, 2026

CASIA-SURF Target in CW -> S Protocol 2

8.32HTER

9

Feb 26, 2026

CASIA-SURF CeFA Target in SW -> C Protocol 2

6HTER

9

Feb 26, 2026

WMCA Target in CS -> W Protocol 2

2.91HTER

9

Feb 26, 2026

Average 11 FAS datasets

6.3HTER (%)

8

Feb 26, 2026

CASIA-MFSD (test)

30HTER

8

Feb 26, 2026

OULU-NPU (Protocol 2)

1.5APCER (%)

8

Feb 26, 2026

2D Attack Unseen

93.39AUC

7

Feb 26, 2026

HiFiMask Protocol 1 (Intra-dataset)

2.11HTER

7

Feb 26, 2026

HKBU-MARs V1+ (Intra-dataset)

2.56EER

7

Feb 26, 2026

3DMAD Intra-dataset

0.011EER

7

Feb 26, 2026

CASIA-SURF (val)

0.144ACER

7

Feb 26, 2026

MSU-MFSD Intra (test)

0.022EER

7

Feb 26, 2026

HyperFAS (evaluation)

95.2ACS

6

May 4, 2026

OULU-NPU (test)

1AUC-ROC

6

Mar 4, 2026

Page 3 of 5

Popular datasets

SiW-M SiW OULU-NPU CASIA-MFSD MSU-MFSD

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