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Papers Benchmarks Datasets Tasks

Face Presentation Attack Detection research benchmarks · SOTA2 Research

Face Presentation Attack Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0ACER

34

May 14, 2026

OULU-NPU Target (test)

2.25HTER

23

Jul 3, 2026

CASIA-MFSD Target (test)

6.21HTER

15

Feb 26, 2026

Step 4 MSU-MFSD -> CASIA-MFSD -> Idiap Replay-Attack -> OULU-NPU

I-FAS (AAAI’25)

0.32HTER (MSU-MFSD)

15

Jul 3, 2026

SiW-M P5 Protocol v2

2.3Error Rate (FunE)

14

Jul 3, 2026

SiW-M RGB only (Grandtest protocol)

7.5ACER (%)

12

Feb 26, 2026

0.35ACER

11

May 14, 2026

CASIA-MFSD P3 Protocol (test)

2.67HTER

8

Jul 3, 2026

0.81HTER

8

May 14, 2026

0HTER

8

May 14, 2026

Spatio-Temporal (τ = 1)

0HTER

8

May 14, 2026

O-P → S-R sequence (Step 2)

7HTER (O-P)

6

Feb 26, 2026

S-P → O-R sequence (Step 2)

0HTER (S-P)

6

Feb 26, 2026

97.27Accuracy

2

Jun 18, 2026

Collected dataset

Attention-Guided Patch-Based Framework

91.06Accuracy

2

Apr 30, 2026

Popular datasets

SiW-M OULU-NPU CASIA-MFSD Replay-Attack ROSE-Youtu

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