Untargeted White-Box Adversarial Attack on ImageNet benchmark leaderboard · SOTA2 Research

Untargeted White-Box Adversarial Attack on ImageNet

100ASRAdvAD-X

Evaluation Results

Method	Links
AdvAD-X2025.03		100	0.002	0.34	63.62	0.9997	0.23	0.0001	56.59
AdvAD2025.03		100	0.016	1.49	48.61	0.9964	5.07	0.0009	55.97
AdvAD2025.03		100	0.013	1.19	50.57	0.9978	1.7	0.0004	56.17
PGD2025.03		99.9	0.031	7.98	33.74	0.8845	32.03	0.0386	51.85
AdvAD-X2025.03		99.8	0.004	0.64	58.01	0.9993	0.62	0.0001	56.43
SSAH2025.03		99.7	0.033	2.65	43.73	0.9911	4.48	0.0021	55.49
AdvAD2025.03		99.7	0.01	1.06	51.84	0.998	2.42	0.0005	56.35
AdvAD-X2025.03		99.7	0.005	0.52	60.29	0.9995	0.25	0.0001	56.47
AdvAD2025.03		99.7	0.016	1.62	47.94	0.996	3.67	0.0017	56.17
AdvAD-X2025.03		99.4	0.005	0.69	58.9	0.9989	0.51	0.0004	56.5
PerC-AL2025.03		98.8	0.131	2.05	46.35	0.9894	8.62	0.0029	55.84
PGD2025.03		98.6	0.031	8.17	33.53	0.883	35.25	0.0517	52.24
PGD2025.03		98.5	0.031	7.85	33.88	0.8861	21.34	0.0378	51.91
DiffAttack2025.03		97.8	0.754	31.7	22.28	0.661	72.22	0.1277	54.8
AdvDrop2025.03		97.2	0.063	3.37	41.43	0.9853	5.22	0.0065	54.73
AdvDrop2025.03		97	0.076	4.42	39.3	0.9761	8.02	0.0086	54.34
AdvDrop2025.03		96.9	0.057	3.26	41.69	0.9864	6.42	0.0055	54.8
AdvDrop2025.03		96.8	0.062	3.17	41.91	0.9872	5.57	0.0061	54.96
DiffAttack2025.03		96.6	0.743	30.51	22.63	0.675	55.29	0.113	55.67
SSAH2025.03		96.3	0.035	2.41	44.6	0.9927	2.57	0.001	55.53
PGD2025.03		95.7	0.031	7.99	33.73	0.8884	26.09	0.0503	52.37
PerC-AL2025.03		95.6	0.144	2.15	45.93	0.9882	3.53	0.0015	55.66
DiffPGD2025.03		92.1	0.246	11.43	30.95	0.8902	22.18	0.0315	55.05
DiffAttack2025.03		90.9	0.749	30.94	22.52	0.6693	52.16	0.1179	55.66
NCF2025.03		89.9	0.783	75.16	14.79	0.6374	58.99	0.3052	49.12
ACA2025.03		89.8	0.839	52.42	18	0.5659	69.57	0.3381	55.47
DiffAttack2025.03		89.7	0.741	30.45	22.67	0.6727	53.32	0.1143	55.72
SSAH2025.03		84.6	0.026	2.24	45.19	0.9928	3.04	0.0011	55.78
ACA2025.03		84.2	0.831	50.88	18.28	0.5753	65.77	0.3329	55.28
DiffPGD2025.03		83.4	0.248	11.75	30.68	0.8845	21.02	0.0378	54.19
ACA2025.03		82.2	0.835	52.16	18.05	0.5676	68.45	0.3421	55.11
ACA2025.03		79.6	0.831	50.7	18.31	0.5757	64.83	0.3341	55.65
DiffPGD2025.03		76.9	0.245	11.45	30.94	0.8908	21.05	0.0306	54.75
NCF2025.03		71.7	0.738	68.71	15.68	0.6876	46.07	0.2629	50.05
DiffPGD2025.03		69.1	0.244	11.26	31.1	0.8945	16.19	0.0276	55.25
NCF2025.03		63.7	0.733	69.92	15.48	0.6822	47.17	0.2709	49.77
NCF2025.03		59.4	0.75	72.89	15.1	0.6616	50.52	0.2846	49.7
SSAH2025.03		49.8	0.028	1.95	46.41	0.9946	2.08	0.0018	55.96
PerC-AL2025.03		10.3	—	—	—	—	—	—	—
PerC-AL2025.03		6.5	—	—	—	—	—	—	—