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Image Classification on PathMNIST (Adversarial Robustness)

89.45Clean Accuracy

Benign

Updated 1d ago

Evaluation Results

Method
Benign 2026.05	89.45	15.31	2.14	1.55
Benign 2026.05	88.2	12.07	0.84	0.47
NuAT 2026.05	87.79	55.68	21.46	13.01
SORA 2026.05	86.53	53.89	39.34	31.73
NuAT 2026.05	86.37	55.33	24.19	13.4
MultiGrad 2026.05	85.79	59.65	40.97	29.48
Benign 2026.05	85.75	11.77	0.28	0.13
SORA 2026.05	85.32	56.35	41.21	34.76
SORA 2026.05	84.88	55.59	43.56	35.54
AAER 2026.05	84.2	87.43	22.79	12.92
PGD-2 2026.05	84.1	54.88	46.22	38.68
N-FGSM 2026.05	84.01	90.8	16.34	8.77
PGD-2 2026.05	83.49	55.27	47.5	40.84
NuAT 2026.05	83.4	86.48	15.68	13.73
NuAT 2026.05	82.73	66.51	25.69	10.43
PGD-2 2026.05	82.37	55.18	48.43	43.5
MultiGrad 2026.05	82.11	56.9	37.29	24.94
AAER 2026.05	81.43	63.18	23.75	1.89
Benign 2026.05	80.85	17.87	0.47	0.47
ELLE 2026.05	79.8	50.16	40.52	34.6
N-FGSM 2026.05	79.33	77.91	23.99	18.98
PGD-10 2026.05	79.16	58.68	53.74	49.47
Free AT 2026.05	78.32	52.42	37.79	30.72
PGD-10 2026.05	77.62	57.63	54.47	50.7
SORA 2026.05	76.7	51.96	34.25	25.74
ELLE 2026.05	76.45	49.62	44.1	39.88
PGD-10 2026.05	76.23	53.72	50.5	46.98
TRADES 2026.05	75.25	54.75	51.94	48.28
AAER 2026.05	75.07	69.57	27.79	22.74
N-FGSM 2026.05	74.86	55.39	18.84	1.9
PGD-2 2026.05	74.28	49.89	46.94	43.09
MultiGrad 2026.05	73.65	49.05	31.91	21.31
Free AT 2026.05	70.35	49.06	39.06	31.62
Free AT 2026.05	69.68	47.64	36.06	29.12
ZeroGrad 2026.05	67.22	73.85	5.69	1.21
ATAS 2026.05	62.5	71.48	1.71	0.94
FGSM-RS 2026.05	60.34	86.96	1.72	1.03
ZeroGrad 2026.05	60.06	83.25	1.49	0.88
TRADES 2026.05	56.96	43.2	41.15	38
FGSM 2026.05	56.96	82.4	8.15	8.02
FGSM 2026.05	56.44	85.24	2.28	1.33
ATAS 2026.05	55.53	79.78	2.34	2.16
FGSM 2026.05	55.05	82.99	3.88	0.42
FGSM-RS 2026.05	54.88	89.31	2.92	1.03
ZeroGrad 2026.05	51.96	85.71	3.24	2.2
N-FGSM 2026.05	51.89	67.7	20.43	7.47
ZeroGrad 2026.05	48.36	84.72	9.43	9.36
FGSM-RS 2026.05	45.85	74.16	8.22	7.24
GradAlign 2026.05	45.71	38.91	0.78	0.77
MultiGrad 2026.05	42.92	70.15	10.49	9.22
GradAlign 2026.05	41.02	65.05	0.86	0.68
GradAlign 2026.05	39.37	65.33	1.98	1.69
ATAS 2026.05	38.22	81.83	7.09	2.59
FGSM 2026.05	36.54	80.81	1.94	0.42
GradAlign 2026.05	32.31	84.07	26.66	11.34
FGSM-RS 2026.05	32.01	86.52	2.04	1.28
ELLE 2026.05	18.64	18.64	18.64	18.64
AAER 2026.05	18.64	18.64	18.64	18.64
ELLE 2026.05	18.64	18.64	18.64	18.64
TRADES 2026.05	18.64	18.64	18.64	18.64