Adversarial Attack Transferability on ImageNet

97.98Transfer Success Rate (Target: VGG16)BSR+SGM

Evaluation results

Method
BSR+SGM2024.10	97.98	97.82	97.67	99.96	94.18	48.02	80.75	84.95	88.35	84.16
MFAA+SGM2024.10	96.82	96.97	97.15	99.98	92.48	37.24	83.55	74.48	89.41	86.3
S^2I+SGM2024.10	96.59	96.35	96.85	99.95	88.48	50.15	83.2	79.3	87.7	85.94
BSR+MUP2024.10	95.93	95.71	94.25	99.98	86.19	22.17	55.63	68.11	79.83	71.85
RPA+SGM2024.10	95.61	95.35	96.05	100	89.65	40.36	76.07	73.94	81.38	76.59
GRA+SGM2024.10	95.58	95.51	96.54	99.92	89.63	57.66	84.5	79.22	84.05	83.17
BSR2024.10	95.56	95.41	94.35	99.98	86.43	22.03	55.55	67.69	79.83	71.73
AITL+SGM2024.10	95.34	95.21	95.72	99.62	91.78	58.72	85.63	78.24	89.25	87.51
SIA+SGM2024.10	95.23	93.74	91.32	99.98	82.85	29.95	65.87	67.52	73.66	65.29
MFAA+MUP2024.10	95.13	95.52	94.95	99.97	86.43	21.38	64.41	64.49	83.75	76.95
MFAA2024.10	94.75	95.07	94.67	99.98	86.14	21.27	63.21	63.91	83.09	76.01
FMAA+SGM2024.10	94.49	94.08	93.75	100	86.1	28.51	70.18	65.16	76.16	70.06
GRA+MUP2024.10	93.47	93.87	95.5	99.96	86.47	45.29	75.05	71.84	84.79	82.75
FIA+SGM2024.10	93.44	93.31	92.46	100	83.05	23.67	65.57	58.8	71.74	64.3
GI+SGM2024.10	92.47	92.02	93.48	99.91	85.25	45.89	72.6	72.03	75.67	73
AITL+MUP2024.10	92.42	92.79	94.12	99.59	87.74	43.55	75.63	70.06	89.57	87.46
ILPD+SGM2024.10	92.15	91.92	93.45	99.69	84.34	46.22	71.62	73.37	76.31	73.18
GRA2024.10	92.11	92.23	93.97	99.96	83.04	40.21	70.7	66.45	81.41	78.59
AITL2024.10	92.08	92.54	93.79	99.57	87.33	43.23	75.07	69.66	88.93	86.9
S^2I+MUP2024.10	91.84	92.14	93.21	99.98	73.91	26.22	59.28	59.09	78.24	74.57
DTA+SGM2024.10	91.53	90.33	93.33	99.88	84.51	42.49	68.98	73.04	73.55	71.52
S^2I2024.10	91.49	92.22	92.99	99.97	73.62	25.84	58.71	58.47	78.01	73.76
SIA2024.10	91.32	89.64	85.76	99.97	70	12.28	42.77	48.07	64.17	51.56
SIA+MUP2024.10	91.15	89.69	85.11	99.98	70.35	12.28	42.46	47.49	64.51	51.66
PGN+SGM2024.10	90.85	90.65	91.19	99.98	77.03	41.01	70.95	64.02	70.61	68.26
SMI-FRSM+SGM2024.10	90.21	89.78	92.23	99.83	80.72	40.39	68.04	69.94	72	69.25
STM+SGM2024.10	89.7	89.4	88.97	99.95	74.11	37.19	64.67	59.76	69.98	65.48
NAA+SGM2024.10	89.42	88.59	90.34	99.98	81.87	40.57	66.48	66.72	72.13	68.19
Admix+SGM2024.10	88.58	88.4	91.07	99.93	77.4	30.21	60.58	64.57	65.29	61.49
TAIG+SGM2024.10	87.93	87.85	90.29	100	74.48	23.2	58.44	54.56	62.49	58.2
SIM+SGM2024.10	87.79	87.34	91.43	100	76.6	34.1	59.97	65.57	67.17	64.05
MI+SGM2024.10	86.18	85.3	88.05	99.79	77.34	36.71	63.71	63.08	65.03	62.37
RFA+SGM2024.10	85.89	84.43	86.35	100	68.94	25.64	54.82	55.58	50.24	47.44
RPA2024.10	85.67	86.34	87.07	99.99	71.02	17.07	45.01	48.61	62.26	53.38
DI+SGM2024.10	85.05	84.66	87.68	99.87	76.6	33.17	59.62	61.15	68.06	64.7
PC-I+SGM2024.10	84.47	84.18	87.62	99.87	72.41	29.24	55.24	60.15	61.06	57.94
FMAA+MUP2024.10	83.18	83.47	82.55	99.99	65.46	10.63	39.37	39.17	55.37	46.11
FMAA2024.10	82.79	82.77	81.89	99.99	64.17	10.53	38.83	38.31	54.1	45.03
DSM+SGM2024.10	81.95	79.88	79.05	99.57	57.35	14.97	39.55	40.8	41.99	37.52
MaskBlock+SGM2024.10	81.85	79.82	83.54	99.96	68.06	22.05	47.91	52.99	52.95	48.64
GI+MUP2024.10	81.36	80.52	81.68	99.94	67.98	23.99	49.97	48.86	59.82	54.57
PGN+MUP2024.10	81.31	82.71	83.27	99.99	58.72	21.05	46.26	41.49	58.47	54.01
PGN2024.10	81.24	82.33	83.04	99.98	58.71	21.24	46.2	41.57	57.94	53.71
GI2024.10	80.58	79.95	81.54	99.94	67.68	24.01	49.43	48.47	59.7	54.53
FIA+MUP2024.10	80.41	80.51	78.53	99.99	59.51	8.27	35.44	33.38	49.62	40.46
DTA2024.10	80.06	79.39	79.86	99.94	65.82	19.67	45.79	46.57	56.04	50.54
AI-FGTM+SGM2024.10	80.02	79.23	82.88	99.79	69.5	29	54.03	55.9	56.47	53.32
FIA2024.10	79.89	79.99	77.46	99.99	58.45	8.19	34.4	32.37	47.99	39.47
SMI-FRSM+MUP2024.10	78.91	79.22	81.41	99.81	63.99	19.46	45.16	46.87	57.85	52.46
STM+MUP2024.10	78.62	80.36	79.44	99.94	54.8	17.4	39.59	37.25	58.37	51.67
STM2024.10	78.49	79.82	79.13	99.93	54.86	17.74	39.07	36.97	58.29	51.62
DTA+MUP2024.10	78.48	77.86	79.15	99.93	64.06	18.88	44.79	44.59	54.8	49.65
SMI-FRSM2024.10	78.47	78.99	80.81	99.76	63.64	19.14	44.3	46.76	57.42	51.91
NAA+MUP2024.10	76.14	76.9	78.56	99.98	62.85	19.75	40.64	44.72	54.7	47.97
NAA2024.10	75.3	75.5	77.9	99.96	62.18	18.82	39.98	43.44	54.12	46.36
PI+SGM2024.10	74.94	74.16	79.24	99.88	61.82	20.02	43.78	47.91	47.33	44.14
PGD+SGM2024.10	74.78	74.05	79.22	99.88	61.89	20.06	43.89	48.41	47.4	44.12
ILPD+MUP2024.10	74.52	75.89	78.15	99.71	63.04	22.46	42.26	48.37	55.99	50.57
VT+SGM2024.10	74.45	74.56	76.8	99.91	59.77	24.66	46.4	46.82	50.78	46.53
Admix+MUP2024.10	74.07	75.07	77.96	99.99	54.28	10.91	34.33	36.51	45.93	40.03
ILPD2024.10	73.74	74.95	77.41	99.69	61.8	21.89	41.42	47.09	55.56	49.89
MI2024.10	73.41	72.54	73.57	99.89	59.29	18.09	42.47	40.47	50.34	45.48
MI+MUP2024.10	73.09	72.51	73.63	99.92	58.65	17.65	42.81	40.61	50.42	45.59
SIM+MUP2024.10	71.09	71.4	77.58	99.98	50.81	11.8	32.69	35.57	48	42.38
Admix2024.10	68.87	70.28	72.05	99.94	48.93	9.52	31.03	33.03	41.6	35.38
DI+MUP2024.10	67.73	68.44	71.95	99.93	55.48	13.04	33.71	35.35	52.17	46.51
VAI+SGM2024.10	67.13	65.53	58.34	100	44.7	9.31	35.19	24.96	32.99	28.28
DI2024.10	66.84	67.87	71.12	99.9	54.73	12.86	33.61	35.65	51.49	45.99
TAIG+MUP2024.10	66.05	67.68	70.56	100	45.3	8.42	31.01	28.5	40.87	35.18
RFA2024.10	65.03	64.77	66.07	99.96	42.52	8.93	29.51	27.89	32.24	28.47
RFA+MUP2024.10	65.02	64.97	66.51	99.96	42.14	9	29.25	28.26	32.38	28.36
AI-FGTM+MUP2024.10	64.3	65.03	65.51	99.9	47.65	11.48	32.59	32.82	40.46	35.69
PC-I+MUP2024.10	64.06	64.37	67.52	99.94	45.38	9.58	28.78	31.38	39.86	34.3
TAIG2024.10	63.87	65.99	68.46	100	43.51	8.06	29.24	27.67	38.9	33.27
AI-FGTM2024.10	63.44	63.16	64.09	99.86	46.59	11.5	31.84	31.98	39.35	34.19
SIM2024.10	63.29	64.05	69.4	100	43.76	10	28.59	30.81	40.95	35.84
PC-I2024.10	63.12	63.96	66.42	99.92	44.73	9.6	28.13	30.7	39.7	33.75
RAP+SGM2024.10	59.64	58.25	54.32	100	40.25	7.64	30.72	22.96	28.34	23.91
DSM2024.10	58.37	57.25	52.62	97.28	27.58	4.17	18.37	16.29	23.5	19.25
MaskBlock+MUP2024.10	58.03	56.81	57.97	99.99	37.56	6.55	22.7	23.69	29.66	24.88
DSM+MUP2024.10	57.62	57.4	52.43	97.3	27.71	4.36	18.55	16.09	23.6	19.24
MaskBlock2024.10	57.48	56.38	57.38	99.98	35.45	6.66	22.01	22.96	29.36	24.31
VT+MUP2024.10	55.36	56.97	58.64	99.85	35.64	9.22	24.25	24.05	34.56	29.77
VT2024.10	55.21	56.53	58.12	99.91	35.34	8.65	23.82	23.36	33.78	29.29
VAI+MUP2024.10	50.67	49.5	44.44	100	29.78	4.58	21.83	14.88	24.61	19.93
VAI2024.10	50.13	49.56	43.47	100	30.36	4.53	21.68	14.75	24.32	20.33
PI+MUP2024.10	49.9	50.29	51.43	99.92	32.08	5.48	20.62	20.03	26.83	22.4
PGD+MUP2024.10	49.59	50.19	51.96	99.92	32.1	5.89	20.89	20.09	26.58	22.53
PGD2024.10	48.91	49.27	50.73	99.91	31.54	5.71	20.31	20.07	25.97	21.88
PI2024.10	48.76	49.07	51.12	99.92	31.08	5.68	20.53	19.79	25.75	21.88
RAP+MUP2024.10	39.49	39.01	34.09	99.98	21.54	2.99	17.07	11.13	17.86	14.41
RAP2024.10	39.42	38.99	34.12	99.99	21.29	3.04	16.91	11.39	17.8	14.3
RPA+MUP2024.10	0	0	0	0	0	0.12	1.74	0.26	0.24	0.24