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Adversarial Detection research benchmarks – Page 3 · SOTA2 Research

Adversarial Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet-1K PGD attack 1.0 (test)

100Detection Power (PGD 1.0)

2

Jun 29, 2026

ImageNet-1K FGSM attack 1.0 (test)

1Test Power (epsilon)

2

Jun 29, 2026

ImageNet-1K CW attack 1.0 (test)

1Test Power

2

Jun 29, 2026

Qbert Gym Atari (test)

0.8FGSM

2

Feb 26, 2026

Squest Gym Atari (test)

87FGSM Robustness

2

Feb 26, 2026

Pong Gym Atari (test)

83FGSM

2

Feb 26, 2026

Adversarial Attacks

—

—Primary metric

0

Jun 30, 2026

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