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Papers Benchmarks Datasets Tasks

Presentation Attack Detection research benchmarks · SOTA2 Research

Presentation Attack Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WMCA grandtest protocol (test)

0.2ACER

30

Feb 26, 2026

WMCA unseen attack protocol (test)

RDWT+Haralick Score fusion

0APCER

28

Feb 26, 2026

WMCA grandtest protocol (dev)

MCCNN(BCE+OCCL)-GMM

0.1APCER

18

Feb 26, 2026

ROSE-Youtu (test)

0.82HTER

16

Feb 27, 2026

Iris Presentation Attack Detection Open-set (test)

DenseNet (XENT)

0.554Printout Score

12

Mar 19, 2026

CU-LivDet 2017 (test)

5.68APCER

11

Feb 26, 2026

Mexico realistic ID Card dataset

SmolVLM2-2.2B-Gen.

5.99EER

8

Jun 8, 2026

Chile realistic ID Card dataset

SigLIP-SO400M (Unimodal)

0.85EER

8

Jun 8, 2026

Spain ID Card dataset Synthetic (test)

SmolVLM2-2.2B-Zero-Shot

16.15EER

8

Jun 8, 2026

Portugal ID Card dataset synthetic (test)

SmolVLM2-500M-Disc.

9.66EER

8

Jun 8, 2026

Poland ID Card synthetic (test)

20.97EER

8

Jun 8, 2026

WMCA (unseen-3D)

MCCNN(BCE+OCCL)-GMM

15.4APCER

7

Feb 26, 2026

Fingerprint PAD

Eigenface Minus % Fidelity Saliency

0.962AUC

6

Jun 12, 2026

96.2AUC

6

Jun 12, 2026

MSIrPAD Cross-artifact (Train: Artefact #5, Test: Remaining artifacts)

5.51D-EER

6

Feb 26, 2026

MSIrPAD Cross-artifact Artefact #6 (test)

6.23D-EER

6

Feb 26, 2026

MSIrPAD Cross-artifact Train on Artefact #3 (test)

0.056D-EER

6

Feb 26, 2026

MSIrPAD Train on Artefact #1, Test on remaining (test)

14.13D-EER

6

Feb 26, 2026

MSIrPAD Train: Artefact #8, Test: Remaining (cross-artifact evaluation)

4.31D-EER

6

Feb 26, 2026

MSIrPAD (train on Artefact #2, test on remaining artifacts)

15.14D-EER

6

Feb 26, 2026

MLFP unseen mask protocol (evaluation)

MCCNN (BCE+OCCL)-GMM

3.4EER

6

Feb 26, 2026

MLFP unseen print protocol (evaluation)

MCCNN (BCE+OCCL)-GMM

3.3EER

6

Feb 26, 2026

MLFP grandtest protocol (evaluation)

MCCNN (BCE+OCCL)-GMM

1.2EER

6

Feb 26, 2026

Identification Document PAD

95AUC

5

Jun 12, 2026

Finger Vein PAD

1AUC

5

Jun 12, 2026

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