Image Classification on SVHN (test) (PGD20, PGD40, AA Robustness) benchmark leaderboard · SOTA2 Research

Image Classification on SVHN (test) (PGD20, PGD40, AA Robustness)

97.75Accuracy (Clean)TRADES(S)

Evaluation Results

Method	Links
TRADES(S)2024.03		97.75	74.98	69.1	15.77
TRADES2024.03		97.69	59.57	54.75	15.17
TRADES+LORE2024.03		97.66	43.44	37.51	10.79
TRADES+LORE2024.03		97.39	55.65	47.33	9.64
TRADES(S)+LORE2024.03		97.36	57.71	50.58	16.36
TRADES(S)+SLORE2024.03		97.31	70.17	65.19	11.27
MART2024.03		97.23	52.34	49.89	22.89
TRADES(S)+SLORE2024.03		97.01	77.73	73.38	43.48
TRADES2024.03		96.57	56.74	53.84	36.21
TRADES(S)+LORE2024.03		96.44	65.25	61.82	37.65
MART+LORE2024.03		96.3	72.16	70.76	9.03
TRADES(S)2024.03		96.2	69.91	66.64	41.38
TRADES+SLORE2024.03		96.14	61.2	57.85	38.58
TRADES+SLORE2024.03		95.67	68.35	67.01	49.25
adv-comp-sum2025.12		93.98	—	62.97	58.13
MART+SLORE2024.03		93.97	64.22	63.82	53.26
Gowal et al. (2020)2025.12		93.03	—	61.01	57.84