Universal Adversarial Attack on ImageNet (val) (Specific Model Suite) benchmark leaderboard · SOTA2 Research

Universal Adversarial Attack on ImageNet (val) (Specific Model Suite)

96.26Attack Success Rate (VGG16)PSP-UAP

Evaluation Results

Method	Links
PSP-UAP2025.02		96.26	91.77	94.65	85.65	81.43	89.95
AT-UAP-U2025.02		94.5	96.66	92.85	73.15	82.6	87.95
TRM-UAP2025.02		94.3	93.53	91.35	67.46	85.32	86.39
GD-UAP2025.02		90.01	85.24	87.34	45.96	45.87	70.88
Cosine-UAP2025.02		89.48	91.07	86.81	65.35	87.57	84.05
AAA2025.02		71.59	89.04	72.84	60.72	75.28	73.89
PD-UAP2025.02		70.69	—	64.98	46.39	67.12	—
FFF2025.02		47.1	80.92	43.62	—	—	56.44