Share your thoughts, 1 month free Claude Pro on usSee more

Adversarial Attack Transferability on ImageNet

97.98Transfer Success Rate (Target: VGG16)

BSR+SGM

Updated 1mo ago

Evaluation Results

Method	Links
BSR+SGM 2024.10		97.98	97.82	97.67	99.96	94.18	48.02	80.75	84.95	88.35	84.16
MFAA+SGM 2024.10		96.82	96.97	97.15	99.98	92.48	37.24	83.55	74.48	89.41	86.3
S^2I+SGM 2024.10		96.59	96.35	96.85	99.95	88.48	50.15	83.2	79.3	87.7	85.94
BSR+MUP 2024.10		95.93	95.71	94.25	99.98	86.19	22.17	55.63	68.11	79.83	71.85
RPA+SGM 2024.10		95.61	95.35	96.05	100	89.65	40.36	76.07	73.94	81.38	76.59
GRA+SGM 2024.10		95.58	95.51	96.54	99.92	89.63	57.66	84.5	79.22	84.05	83.17
BSR 2024.10		95.56	95.41	94.35	99.98	86.43	22.03	55.55	67.69	79.83	71.73
AITL+SGM 2024.10		95.34	95.21	95.72	99.62	91.78	58.72	85.63	78.24	89.25	87.51
SIA+SGM 2024.10		95.23	93.74	91.32	99.98	82.85	29.95	65.87	67.52	73.66	65.29
MFAA+MUP 2024.10		95.13	95.52	94.95	99.97	86.43	21.38	64.41	64.49	83.75	76.95
MFAA 2024.10		94.75	95.07	94.67	99.98	86.14	21.27	63.21	63.91	83.09	76.01
FMAA+SGM 2024.10		94.49	94.08	93.75	100	86.1	28.51	70.18	65.16	76.16	70.06
GRA+MUP 2024.10		93.47	93.87	95.5	99.96	86.47	45.29	75.05	71.84	84.79	82.75
FIA+SGM 2024.10		93.44	93.31	92.46	100	83.05	23.67	65.57	58.8	71.74	64.3
GI+SGM 2024.10		92.47	92.02	93.48	99.91	85.25	45.89	72.6	72.03	75.67	73
AITL+MUP 2024.10		92.42	92.79	94.12	99.59	87.74	43.55	75.63	70.06	89.57	87.46
ILPD+SGM 2024.10		92.15	91.92	93.45	99.69	84.34	46.22	71.62	73.37	76.31	73.18
GRA 2024.10		92.11	92.23	93.97	99.96	83.04	40.21	70.7	66.45	81.41	78.59
AITL 2024.10		92.08	92.54	93.79	99.57	87.33	43.23	75.07	69.66	88.93	86.9
S^2I+MUP 2024.10		91.84	92.14	93.21	99.98	73.91	26.22	59.28	59.09	78.24	74.57
DTA+SGM 2024.10		91.53	90.33	93.33	99.88	84.51	42.49	68.98	73.04	73.55	71.52
S^2I 2024.10		91.49	92.22	92.99	99.97	73.62	25.84	58.71	58.47	78.01	73.76
SIA 2024.10		91.32	89.64	85.76	99.97	70	12.28	42.77	48.07	64.17	51.56
SIA+MUP 2024.10		91.15	89.69	85.11	99.98	70.35	12.28	42.46	47.49	64.51	51.66
PGN+SGM 2024.10		90.85	90.65	91.19	99.98	77.03	41.01	70.95	64.02	70.61	68.26
SMI-FRSM+SGM 2024.10		90.21	89.78	92.23	99.83	80.72	40.39	68.04	69.94	72	69.25
STM+SGM 2024.10		89.7	89.4	88.97	99.95	74.11	37.19	64.67	59.76	69.98	65.48
NAA+SGM 2024.10		89.42	88.59	90.34	99.98	81.87	40.57	66.48	66.72	72.13	68.19
Admix+SGM 2024.10		88.58	88.4	91.07	99.93	77.4	30.21	60.58	64.57	65.29	61.49
TAIG+SGM 2024.10		87.93	87.85	90.29	100	74.48	23.2	58.44	54.56	62.49	58.2
SIM+SGM 2024.10		87.79	87.34	91.43	100	76.6	34.1	59.97	65.57	67.17	64.05
MI+SGM 2024.10		86.18	85.3	88.05	99.79	77.34	36.71	63.71	63.08	65.03	62.37
RFA+SGM 2024.10		85.89	84.43	86.35	100	68.94	25.64	54.82	55.58	50.24	47.44
RPA 2024.10		85.67	86.34	87.07	99.99	71.02	17.07	45.01	48.61	62.26	53.38
DI+SGM 2024.10		85.05	84.66	87.68	99.87	76.6	33.17	59.62	61.15	68.06	64.7
PC-I+SGM 2024.10		84.47	84.18	87.62	99.87	72.41	29.24	55.24	60.15	61.06	57.94
FMAA+MUP 2024.10		83.18	83.47	82.55	99.99	65.46	10.63	39.37	39.17	55.37	46.11
FMAA 2024.10		82.79	82.77	81.89	99.99	64.17	10.53	38.83	38.31	54.1	45.03
DSM+SGM 2024.10		81.95	79.88	79.05	99.57	57.35	14.97	39.55	40.8	41.99	37.52
MaskBlock+SGM 2024.10		81.85	79.82	83.54	99.96	68.06	22.05	47.91	52.99	52.95	48.64
GI+MUP 2024.10		81.36	80.52	81.68	99.94	67.98	23.99	49.97	48.86	59.82	54.57
PGN+MUP 2024.10		81.31	82.71	83.27	99.99	58.72	21.05	46.26	41.49	58.47	54.01
PGN 2024.10		81.24	82.33	83.04	99.98	58.71	21.24	46.2	41.57	57.94	53.71
GI 2024.10		80.58	79.95	81.54	99.94	67.68	24.01	49.43	48.47	59.7	54.53
FIA+MUP 2024.10		80.41	80.51	78.53	99.99	59.51	8.27	35.44	33.38	49.62	40.46
DTA 2024.10		80.06	79.39	79.86	99.94	65.82	19.67	45.79	46.57	56.04	50.54
AI-FGTM+SGM 2024.10		80.02	79.23	82.88	99.79	69.5	29	54.03	55.9	56.47	53.32
FIA 2024.10		79.89	79.99	77.46	99.99	58.45	8.19	34.4	32.37	47.99	39.47
SMI-FRSM+MUP 2024.10		78.91	79.22	81.41	99.81	63.99	19.46	45.16	46.87	57.85	52.46
STM+MUP 2024.10		78.62	80.36	79.44	99.94	54.8	17.4	39.59	37.25	58.37	51.67
STM 2024.10		78.49	79.82	79.13	99.93	54.86	17.74	39.07	36.97	58.29	51.62
DTA+MUP 2024.10		78.48	77.86	79.15	99.93	64.06	18.88	44.79	44.59	54.8	49.65
SMI-FRSM 2024.10		78.47	78.99	80.81	99.76	63.64	19.14	44.3	46.76	57.42	51.91
NAA+MUP 2024.10		76.14	76.9	78.56	99.98	62.85	19.75	40.64	44.72	54.7	47.97
NAA 2024.10		75.3	75.5	77.9	99.96	62.18	18.82	39.98	43.44	54.12	46.36
PI+SGM 2024.10		74.94	74.16	79.24	99.88	61.82	20.02	43.78	47.91	47.33	44.14
PGD+SGM 2024.10		74.78	74.05	79.22	99.88	61.89	20.06	43.89	48.41	47.4	44.12
ILPD+MUP 2024.10		74.52	75.89	78.15	99.71	63.04	22.46	42.26	48.37	55.99	50.57
VT+SGM 2024.10		74.45	74.56	76.8	99.91	59.77	24.66	46.4	46.82	50.78	46.53
Admix+MUP 2024.10		74.07	75.07	77.96	99.99	54.28	10.91	34.33	36.51	45.93	40.03
ILPD 2024.10		73.74	74.95	77.41	99.69	61.8	21.89	41.42	47.09	55.56	49.89
MI 2024.10		73.41	72.54	73.57	99.89	59.29	18.09	42.47	40.47	50.34	45.48
MI+MUP 2024.10		73.09	72.51	73.63	99.92	58.65	17.65	42.81	40.61	50.42	45.59
SIM+MUP 2024.10		71.09	71.4	77.58	99.98	50.81	11.8	32.69	35.57	48	42.38
Admix 2024.10		68.87	70.28	72.05	99.94	48.93	9.52	31.03	33.03	41.6	35.38
DI+MUP 2024.10		67.73	68.44	71.95	99.93	55.48	13.04	33.71	35.35	52.17	46.51
VAI+SGM 2024.10		67.13	65.53	58.34	100	44.7	9.31	35.19	24.96	32.99	28.28
DI 2024.10		66.84	67.87	71.12	99.9	54.73	12.86	33.61	35.65	51.49	45.99
TAIG+MUP 2024.10		66.05	67.68	70.56	100	45.3	8.42	31.01	28.5	40.87	35.18
RFA 2024.10		65.03	64.77	66.07	99.96	42.52	8.93	29.51	27.89	32.24	28.47
RFA+MUP 2024.10		65.02	64.97	66.51	99.96	42.14	9	29.25	28.26	32.38	28.36
AI-FGTM+MUP 2024.10		64.3	65.03	65.51	99.9	47.65	11.48	32.59	32.82	40.46	35.69
PC-I+MUP 2024.10		64.06	64.37	67.52	99.94	45.38	9.58	28.78	31.38	39.86	34.3
TAIG 2024.10		63.87	65.99	68.46	100	43.51	8.06	29.24	27.67	38.9	33.27
AI-FGTM 2024.10		63.44	63.16	64.09	99.86	46.59	11.5	31.84	31.98	39.35	34.19
SIM 2024.10		63.29	64.05	69.4	100	43.76	10	28.59	30.81	40.95	35.84
PC-I 2024.10		63.12	63.96	66.42	99.92	44.73	9.6	28.13	30.7	39.7	33.75
RAP+SGM 2024.10		59.64	58.25	54.32	100	40.25	7.64	30.72	22.96	28.34	23.91
DSM 2024.10		58.37	57.25	52.62	97.28	27.58	4.17	18.37	16.29	23.5	19.25
MaskBlock+MUP 2024.10		58.03	56.81	57.97	99.99	37.56	6.55	22.7	23.69	29.66	24.88
DSM+MUP 2024.10		57.62	57.4	52.43	97.3	27.71	4.36	18.55	16.09	23.6	19.24
MaskBlock 2024.10		57.48	56.38	57.38	99.98	35.45	6.66	22.01	22.96	29.36	24.31
VT+MUP 2024.10		55.36	56.97	58.64	99.85	35.64	9.22	24.25	24.05	34.56	29.77
VT 2024.10		55.21	56.53	58.12	99.91	35.34	8.65	23.82	23.36	33.78	29.29
VAI+MUP 2024.10		50.67	49.5	44.44	100	29.78	4.58	21.83	14.88	24.61	19.93
VAI 2024.10		50.13	49.56	43.47	100	30.36	4.53	21.68	14.75	24.32	20.33
PI+MUP 2024.10		49.9	50.29	51.43	99.92	32.08	5.48	20.62	20.03	26.83	22.4
PGD+MUP 2024.10		49.59	50.19	51.96	99.92	32.1	5.89	20.89	20.09	26.58	22.53
PGD 2024.10		48.91	49.27	50.73	99.91	31.54	5.71	20.31	20.07	25.97	21.88
PI 2024.10		48.76	49.07	51.12	99.92	31.08	5.68	20.53	19.79	25.75	21.88
RAP+MUP 2024.10		39.49	39.01	34.09	99.98	21.54	2.99	17.07	11.13	17.86	14.41
RAP 2024.10		39.42	38.99	34.12	99.99	21.29	3.04	16.91	11.39	17.8	14.3
RPA+MUP 2024.10		0	0	0	0	0	0.12	1.74	0.26	0.24	0.24