Our new X account is live! Follow @wizwand_team for updates

Targeted Attack on ImageNet (test)

34.77Mean L2 Distortion (2K Budget)

ARS-OPT-S

Updated 3d ago

Evaluation Results

Method
ARS-OPT-S 2025.12	34.77	20.92	14.46	10.71	8.31	5.24	3.79
BBA 2025.12	35.28	28.45	24.65	22.16	20.34	17.54	15.98
AHA 2025.12	36.11	28.04	23.68	20.78	18.76	15.51	13.72
PARS-OPT 2025.12	36.53	23.6	17.98	14.5	12.2	8.61	6.9
PARS-OPT-S 2025.12	37.06	22.56	16.26	12.26	9.83	6.54	4.8
PARS-OPT-S 2025.12	37.1	22.92	15.85	11.88	9.42	6.03	4.3
CGBA-H 2025.12	37.81	27.83	23.19	19.67	17.17	13.1	10.83
PARS-OPT 2025.12	38.01	25.72	19.72	15.73	13.15	9.39	7.29
ARS-OPT 2025.12	38.85	26.14	19.7	15.67	12.99	9.1	6.96
Prior-OPT 2025.12	39.62	30.27	25.75	23.12	21.45	19.27	18.33
TA 2025.12	40.72	31.92	25.88	22.25	19.45	15.52	12.89
Prior-OPT 2025.12	42.63	30.32	25.6	23.01	21.44	19.19	17.98
Prior-OPT 2025.12	42.96	33.51	28.64	25.67	23.72	20.86	19.45
QEBA 2025.12	42.99	30.31	24.38	19.4	16.52	11.58	8.91
Prior-Sign-OPT 2025.12	43.2	33.48	28.21	24.99	22.84	19.66	17.94
Prior-Sign-OPT 2025.12	43.88	34.32	29.23	26.06	23.86	20.52	18.66
PARS-OPT 2025.12	43.91	28.16	22.56	19.36	17.23	14.13	12.32
Sign-OPT 2025.12	44.91	35.98	30.89	27.52	25.27	21.84	19.95
Prior-Sign-OPT 2025.12	49.37	31.34	23.67	19.32	16.7	12.82	10.77
PARS-OPT 2025.12	49.37	33.88	26.91	22.72	19.94	16.06	13.67
Prior-OPT 2025.12	49.84	36.8	31.04	27.6	25.28	21.84	19.8
HSJA 2025.12	50.96	39.26	30.66	25.64	21.73	16.19	12.75
Evolutionary 2025.12	51.71	38.29	31.23	26.85	23.76	19.28	16.56
AHA 2025.12	54.12	36.09	26.46	20.5	16.49	10.86	8.12
PARS-OPT-S 2025.12	55.18	34.12	24.22	18.73	15.02	10.18	7.84
PARS-OPT-S 2025.12	55.28	33.3	23.7	18.64	15.31	10.78	8.33
Prior-Sign-OPT 2025.12	55.42	37	28.14	22.96	19.51	14.36	11.66
BBA 2025.12	56.28	44.98	38.43	34.07	30.94	25.76	22.63
CGBA-H 2025.12	56.32	37.82	29.69	23.86	20	14.31	11.56
QEBA 2025.12	58.31	37.68	28.56	21.74	18	12.07	9.25
ARS-OPT-S 2025.12	59.15	37.52	26.37	19.62	15.37	9.94	7.38
SurFree 2025.12	61.31	47.67	39.39	33.84	29.73	22.96	18.73
TA 2025.12	61.99	47.07	37.16	31.51	27.11	21.08	17.32
Evolutionary 2025.12	65.06	48.37	38.72	32.12	27.39	19.94	15.61
Sign-OPT 2025.12	65.2	48.33	38.49	32.1	27.53	20.39	16.28
ARS-OPT 2025.12	65.53	46.6	35.84	28.84	24.02	16.63	12.69
SurFree 2025.12	74.89	61.16	51.56	44.48	39	29.35	23.15
HSJA 2025.12	79	60.9	47.25	39.19	32.95	24.55	19.52