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Untargeted White-Box Adversarial Attack on ImageNet

100ASR

AdvAD-X

Updated 4d ago

Evaluation Results

Method
AdvAD-X 2025.03	100	0.002	0.34	63.62	0.9997	0.23	0.0001	56.59
AdvAD 2025.03	100	0.016	1.49	48.61	0.9964	5.07	0.0009	55.97
AdvAD 2025.03	100	0.013	1.19	50.57	0.9978	1.7	0.0004	56.17
PGD 2025.03	99.9	0.031	7.98	33.74	0.8845	32.03	0.0386	51.85
AdvAD-X 2025.03	99.8	0.004	0.64	58.01	0.9993	0.62	0.0001	56.43
SSAH 2025.03	99.7	0.033	2.65	43.73	0.9911	4.48	0.0021	55.49
AdvAD 2025.03	99.7	0.01	1.06	51.84	0.998	2.42	0.0005	56.35
AdvAD-X 2025.03	99.7	0.005	0.52	60.29	0.9995	0.25	0.0001	56.47
AdvAD 2025.03	99.7	0.016	1.62	47.94	0.996	3.67	0.0017	56.17
AdvAD-X 2025.03	99.4	0.005	0.69	58.9	0.9989	0.51	0.0004	56.5
PerC-AL 2025.03	98.8	0.131	2.05	46.35	0.9894	8.62	0.0029	55.84
PGD 2025.03	98.6	0.031	8.17	33.53	0.883	35.25	0.0517	52.24
PGD 2025.03	98.5	0.031	7.85	33.88	0.8861	21.34	0.0378	51.91
DiffAttack 2025.03	97.8	0.754	31.7	22.28	0.661	72.22	0.1277	54.8
AdvDrop 2025.03	97.2	0.063	3.37	41.43	0.9853	5.22	0.0065	54.73
AdvDrop 2025.03	97	0.076	4.42	39.3	0.9761	8.02	0.0086	54.34
AdvDrop 2025.03	96.9	0.057	3.26	41.69	0.9864	6.42	0.0055	54.8
AdvDrop 2025.03	96.8	0.062	3.17	41.91	0.9872	5.57	0.0061	54.96
DiffAttack 2025.03	96.6	0.743	30.51	22.63	0.675	55.29	0.113	55.67
SSAH 2025.03	96.3	0.035	2.41	44.6	0.9927	2.57	0.001	55.53
PGD 2025.03	95.7	0.031	7.99	33.73	0.8884	26.09	0.0503	52.37
PerC-AL 2025.03	95.6	0.144	2.15	45.93	0.9882	3.53	0.0015	55.66
DiffPGD 2025.03	92.1	0.246	11.43	30.95	0.8902	22.18	0.0315	55.05
DiffAttack 2025.03	90.9	0.749	30.94	22.52	0.6693	52.16	0.1179	55.66
NCF 2025.03	89.9	0.783	75.16	14.79	0.6374	58.99	0.3052	49.12
ACA 2025.03	89.8	0.839	52.42	18	0.5659	69.57	0.3381	55.47
DiffAttack 2025.03	89.7	0.741	30.45	22.67	0.6727	53.32	0.1143	55.72
SSAH 2025.03	84.6	0.026	2.24	45.19	0.9928	3.04	0.0011	55.78
ACA 2025.03	84.2	0.831	50.88	18.28	0.5753	65.77	0.3329	55.28
DiffPGD 2025.03	83.4	0.248	11.75	30.68	0.8845	21.02	0.0378	54.19
ACA 2025.03	82.2	0.835	52.16	18.05	0.5676	68.45	0.3421	55.11
ACA 2025.03	79.6	0.831	50.7	18.31	0.5757	64.83	0.3341	55.65
DiffPGD 2025.03	76.9	0.245	11.45	30.94	0.8908	21.05	0.0306	54.75
NCF 2025.03	71.7	0.738	68.71	15.68	0.6876	46.07	0.2629	50.05
DiffPGD 2025.03	69.1	0.244	11.26	31.1	0.8945	16.19	0.0276	55.25
NCF 2025.03	63.7	0.733	69.92	15.48	0.6822	47.17	0.2709	49.77
NCF 2025.03	59.4	0.75	72.89	15.1	0.6616	50.52	0.2846	49.7
SSAH 2025.03	49.8	0.028	1.95	46.41	0.9946	2.08	0.0018	55.96
PerC-AL 2025.03	10.3	-	-	-	-	-	-	-
PerC-AL 2025.03	6.5	-	-	-	-	-	-	-