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Adversarial Attack research benchmarks – Page 3 · SOTA2 Research

Adversarial Attack

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.82F Score

30

Feb 26, 2026

0.38T Score

30

Feb 26, 2026

1Mean Queries/Image

30

Feb 26, 2026

Palmprint Dataset Hold-out Transfer Setup (unseen target model)

99.18ASR

28

Apr 10, 2026

IITD transfer from Tongji (test)

99.27ASR

28

Apr 10, 2026

100Attack Success Rate (ResNet-50)

28

Mar 4, 2026

99ASR

28

May 22, 2026

SAM-1B subset 1.0 (test)

78.71mIoU

28

Feb 26, 2026

CIFAR-10 C (test)

Sample-wise Targeted Adversarial Attack (Ours)

95.9ASR

27

May 25, 2026

StrongREJECT Original (test)

46CHR

27

Apr 13, 2026

StrongREJECT Hijacked (test)

0CHR

27

Apr 13, 2026

AdvBench Original (test)

0CHR

27

Apr 13, 2026

AdvBench Hijacked (test)

0CHR

27

Apr 13, 2026

100ASR

27

Feb 26, 2026

100ASR

26

Feb 26, 2026

100Success Rate

26

Feb 26, 2026

100Success Rate

26

Feb 26, 2026

100STYLE (test)

Quality-Preserving Adversarial Attack

100Success Rate

25

Jun 12, 2026

NIPS Adversarial Attacks and Defenses Competition dataset 2017

68ASR

25

Feb 26, 2026

100ASR

24

May 1, 2026

ImageNet Augmix

99.3Targeted Success Rate

24

Apr 6, 2026

62.6ASR (2.0m)

24

Mar 23, 2026

ImageNet 1,000 image subset (val)

74.4ASR (AT)

24

Mar 9, 2026

100ASR (RN50)

24

Mar 9, 2026

AADD-LQ (surrogate)

1ASR

24

Feb 26, 2026

Page 3 of 14

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