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Adversarial Attack on ImageNet-1K

79.7Inc-v3ens3

MultiANDA

Updated 1mo ago

Evaluation Results

Method
MultiANDA 2022.09	79.7	64.8	82.3	34.4	76.3	67.5
ANDA 2022.09	71.4	50.7	72.4	32.9	67.4	59
MultiANDA 2022.09	70.3	61.9	69.9	31.2	67.8	60.2
ANDA 2022.09	63.3	47.3	57.8	28.5	57.9	51
MultiANDA 2022.09	54.4	36.7	52.8	24.3	46.9	43
VNI-FGSM 2022.09	49.9	37.7	35.4	25.6	39.3	37.6
VMI-FGSM 2022.09	49.2	38.8	36	25.2	39.2	37.7
TAIG 2022.09	49	41.2	12.2	16.5	13.3	26.4
FIA 2022.09	48.9	34.7	24.2	30.8	42.8	36.3
VMI-FGSM 2022.09	47.4	31.3	37.7	27.1	38.7	36.4
VNI-FGSM 2022.09	46.5	30.4	37.4	27.1	38.7	36
ANDA 2022.09	44.4	25.9	36.5	23.2	37	33.4
FIA 2022.09	44.4	27.2	30	25.9	35.3	32.6
TAIG 2022.09	39.2	30.4	29.7	29.6	34.4	32.7
TAIG 2022.09	38	23.9	22.8	29.6	28.5	28.6
FIA 2022.09	37.4	21.3	11.6	23.5	29.2	24.6
VMI-FGSM 2022.09	36.9	21.2	19.1	24.7	27.7	25.9
VNI-FGSM 2022.09	36.4	22	18.9	25.3	27.4	26
TIM 2022.09	34	27.4	24.2	31.1	30.6	29.5
TIM 2022.09	27.9	21.4	18.4	23.9	23.8	23.1
TIM 2022.09	27.5	21.3	16.9	22.8	21.1	21.9
MI-FGSM 2022.09	26.3	15.5	17.3	18	20.2	19.5
NI-FGSM 2022.09	26.2	15.7	17.5	18.9	19.8	19.6
MultiANDA 2022.09	24.6	13.7	31.2	16.2	21.3	21.4
SIM 2022.09	23.8	16.4	15.9	18.3	18.1	18.5
TIM 2022.09	23	27.4	15	31.1	30.6	25.4
MI-FGSM 2022.09	22	13.3	13.4	16.4	17	16.4
VMI-FGSM 2022.09	21.9	11.6	15.9	18.4	15.9	16.7
NI-FGSM 2022.09	21.6	13.8	13.4	15.5	16.6	16.2
VNI-FGSM 2022.09	21.6	11.9	16.8	18.6	15.7	16.9
SIM 2022.09	21.4	13.1	15.2	16.1	15.1	16.2
ANDA 2022.09	20.9	10.8	22.2	15.4	16.2	17.1
DIM 2022.09	20.8	12	16.9	15.7	15.3	16.1
NI-FGSM 2022.09	18.6	8.6	6.2	15.3	12.2	12.2
MI-FGSM 2022.09	18.3	9	5.5	15.7	12	12.1
SIM 2022.09	18.1	8.4	8.6	15.2	10.8	12.2
TAIG 2022.09	17.7	10.2	36.9	34.1	41.9	28.2
DIM 2022.09	16.2	10.1	11.7	14.9	12.3	13
NI-FGSM 2022.09	13.9	6.8	7.2	14.6	9.3	10.4
FIA 2022.09	13.3	8.3	7.1	14.6	9.8	10.6
DIM 2022.09	13.1	6.7	5.8	12.8	8.6	9.4
MI-FGSM 2022.09	13	6.9	7.2	15.5	8.9	10.3
BIM 2022.09	12.3	7.1	7.4	13.7	8.1	9.7
SIM 2022.09	11.4	5.6	8.7	13.4	7.4	9.3
BIM 2022.09	11.1	4.6	3.7	13.4	4.8	7.5
BIM 2022.09	11.1	7	5.1	13	6	8.4
DIM 2022.09	10.7	4.7	5.6	13.6	5.9	8.1
BIM 2022.09	9.6	4.4	3.9	13.4	4.6	7.2