Adversarial Attack Success Rate on ImageNet (Model Suite Evaluation) benchmark leaderboard · SOTA2 Research

Adversarial Attack Success Rate on ImageNet (Model Suite Evaluation)

100ASR (RN50)P2FA

Evaluation Results

Method	Links
P2FA2026.03		100	98.8	98.2	97.8	83.1	39.4	65.5	85.1	82.5	83.4
GI-FGSM2026.03		100	65	72	65.3	49.2	15.7	28.1	38.3	36.2	52.2
LTA2026.03		100	96.3	92.8	91.4	82.9	71.3	91.1	92.1	91.4	89.9
ANDA2026.03		99.9	84.6	83.9	82.8	73.4	42.4	61.6	72	66.6	74.1
LTA2026.03		99.8	99	100	99.9	98.4	93.7	97.8	98.6	98.8	98.4
P2FA2026.03		99.7	99.9	98.4	98.5	95.3	57.7	81.8	94.1	90	90.6
LTA2026.03		99.2	100	90	89.6	86.1	81.7	94	95.6	95.6	92.4
BFA2026.03		98.1	94.1	93.7	92.8	85.7	49.5	72.1	86.1	83.4	82.7
ILPD2026.03		97.8	82.4	88.2	86	71.1	46.1	61.7	69.7	66.5	74.4
BFA2026.03		96.4	98.1	93.8	93.1	89.8	66.6	83.9	91.4	88.1	89
MFAA2026.03		95.3	83.6	86.4	84.7	70.8	24	41	59.8	57	67
ANDA2026.03		94.3	99.8	84.9	81.7	81.7	50.5	71	80.7	74.1	79.9
DiffAttack2026.03		92.7	51	50.6	51.5	47	29.4	43.7	46.6	47.7	51.1
BFA2026.03		92.7	84.3	100	97.4	88.6	30.4	58.8	82.8	74.8	78.9
ILPD2026.03		91.8	83.3	99.8	97.2	86.2	32.9	60.1	83.2	79	79.3
ILPD2026.03		90	96.7	87.3	85.8	76.2	55	67.9	75.8	71.5	78.5
GI-FGSM2026.03		88.2	99.5	77.7	72.7	62.6	27.7	45.3	55.7	49.6	64.3
P2FA2026.03		86.6	70.5	100	96.7	69.8	15.2	35.6	69.9	63.4	67.5
MFAA2026.03		83.4	93.9	81.7	77.6	71	43.6	60	69.7	66.4	71.9
ANDA2026.03		80.1	65.4	100	92	80.6	24.7	45.9	67	63	68.7
MFAA2026.03		79.4	64	100	93.1	78.1	22	36.1	61.6	54.5	65.4
DiffAttack2026.03		71.5	57.7	97.1	78.8	68.5	38.8	54.4	60.4	64.2	65.7
DiffAttack2026.03		68.1	89.3	56.4	54.7	54.9	43.1	56.5	57.9	56.9	59.8
GI-FGSM2026.03		66.8	47.3	99.9	87.1	63.4	16.7	31.7	49.1	49.1	56.8