Image Classification on ImageNet-C mild scenario (severity level 5) benchmark leaderboard · SOTA2 Research

Image Classification on ImageNet-C mild scenario (severity level 5)

2.2Gauss ErrorResNet-50-BN

Evaluation Results

Method	Links
ResNet-50-BN2024.03		2.2	2.9	1.8	17.9	9.8	14.8	22.5	16.9	23.3	24.4	58.9	5.4	16.9	20.7	31.7	18
MEMO2024.03		7.5	8.8	8.9	19.8	13	20.7	27.7	25.3	28.7	32.2	61	11	23.8	33	37.6	23.9
ResNet-50-BN2026.06		27.61	25.02	25.22	37.89	16.88	37.71	35.21	35.21	32.07	46.68	69.61	46.01	55.58	46.19	59.32	39.76
SAR2026.06		28.67	31.67	30.4	28.07	26.84	42.16	49.64	47.55	42.68	57.66	67.42	38.71	54.36	58.56	52.53	43.79
Tent2026.06		29.18	31.23	30.12	28.2	27.63	41.43	49.41	47.21	41.51	57.68	67.5	29.38	54.78	58.6	52.45	43.09
Tent2024.03		29.2	31.2	30.1	28.1	27.7	41.4	49.4	47.2	41.5	57.7	67.4	29.2	54.8	58.5	52.4	43.1
SAR2024.03		30.6	30.6	31.3	28.5	28.5	41.9	49.4	47.1	42.2	57.5	67.3	37.8	54.6	58.4	52.1	43.9
DeYO2026.06		34.58	36.92	36.1	32.76	33.14	47.55	51.77	51.67	45.39	59.57	66.95	45.07	57.42	60.49	54.71	47.61
EATA2024.03		34.9	37.1	35.8	33.4	33	47.1	52.7	51.6	45.7	60	68.1	44.4	57.9	60.6	55.1	47.8
Naive2026.06		35.52	37.34	37.78	35.02	33.84	48.11	52.23	52.28	45.85	60.35	67.86	45.53	57.64	61.29	54.73	48.36
DeYO2024.03		35.6	37.9	37.1	33.8	34.1	48.5	52.8	52.7	46.4	60.6	68	46.1	58.4	61.5	55.7	48.6
SVGD2026.06		36.07	38.1	37.55	35.02	34.7	48.58	52.9	52.48	46.51	60.57	67.96	46.44	58.52	61.43	55.61	48.83
Grad2026.06		36.12	38.28	37.5	35.19	34.66	48.53	52.86	52.56	46.41	60.45	68.26	46.69	58.46	61.39	55.71	48.87
KL2026.06		36.15	38.07	37.46	34.88	34.28	48.57	52.91	52.59	46.4	60.48	67.97	45.34	58.52	61.37	55.73	48.71