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Untargeted Attack on ImageNet (test)

9.91Mean L2 Distortion (2K Budget)

PARS-OPT

Updated 3d ago

Evaluation Results

Method
PARS-OPT 2025.12	9.91	4.41	3.62	3.28	3.05
PARS-OPT 2025.12	12.73	6.11	4.56	3.73	3.23
Prior-OPT 2025.12	13.42	4.49	3.64	3.32	3.12
PARS-OPT 2025.12	14.02	6.31	4.93	4.24	3.82
CGBA-H 2025.12	15.12	7.83	5.86	4.61	4.1
QEBA 2025.12	16.54	8.08	5.82	4.26	3.66
Prior-OPT 2025.12	17.98	8.66	6.45	5.45	4.9
Prior-OPT 2025.12	18.13	6.8	5.15	4.45	4.03
SQBA 2025.12	19.03	12.8	10.01	8.43	7.42
PARS-OPT-S 2025.12	19.55	7.82	5.36	4.23	3.54
PARS-OPT-S 2025.12	19.84	8.74	6.09	4.68	3.85
GeoDA 2025.12	20.12	14.33	12.49	11.01	9.69
SQBA 2025.12	20.4	13.4	10.33	8.62	7.56
PARS-OPT-S 2025.12	20.52	7.25	5.02	4.05	3.45
ARS-OPT-S 2025.12	23.04	10.61	6.88	5.06	3.99
PARS-OPT-S 2025.12	23.91	10.96	7.23	5.4	4.31
ARS-OPT-S 2025.12	25.02	10.38	6.46	4.85	3.92
BBA 2025.12	28.44	20.74	17.37	15.47	14.19
CGBA-H 2025.12	29.24	17.01	12.6	9.26	7.81
PARS-OPT 2025.12	29.26	12.77	8.41	6.22	5.01
BBA 2025.12	29.37	20.94	17.59	15.47	14.08
QEBA 2025.12	31.11	16.99	12.07	8.46	7.02
SurFree 2025.12	34.28	23.58	18.37	15.18	13.06
GeoDA 2025.12	36.92	28.03	24.54	21.59	19.12
Prior-Sign-OPT 2025.12	37.1	12.57	7.1	5.19	4.2
SurFree 2025.12	38.48	26.35	20.17	16.37	13.82
Prior-OPT 2025.12	39.45	20.26	14.13	11.24	9.62
ARS-OPT 2025.12	41.91	20.04	12.76	9.26	7.21
AHA 2025.12	42.06	23.52	15.41	11.1	8.52
TA 2025.12	42.23	25.86	17.8	14.17	11.69
Prior-Sign-OPT 2025.12	42.4	17.16	10.19	7.36	5.84
Evolutionary 2025.12	42.66	25.32	17.6	13.38	10.84
Prior-Sign-OPT 2025.12	43.06	17.96	10.91	7.9	6.33
HSJA 2025.12	44.53	26.31	17.92	14.19	11.65
HSJA 2025.12	45.86	27.32	17.92	13.5	10.64
ARS-OPT 2025.12	46.6	24.24	15.74	11.68	9.3
TA 2025.12	46.73	27.85	18.02	13.38	10.51
AHA 2025.12	46.76	30.37	23.35	19.39	17.02
Sign-OPT 2025.12	48.23	23.27	14.97	11.07	8.79
Evolutionary 2025.12	49.24	31.19	23.04	18.6	15.74
Prior-Sign-OPT 2025.12	52.88	26.19	16.45	11.88	9.25
Sign-OPT 2025.12	53.4	26.41	16.93	12.41	9.9