Image Classification on ImageNet-C level 5 (test)

55.87Acc (Gauss.)EATA

Evaluation results

Method
EATA2026.04	55.87	56.14	56.96	57.36	53.28	62	58.63	61.99	59.87	71.47	75.54	68.66	63.23	69.2	66.57	62.44
DualTTA2026.04	54.45	55.32	55.47	55.74	54.54	62.01	57.48	62.58	67.39	71.29	76.85	67.55	64.78	71.32	68.05	63
Tent2026.04	52.58	51.58	53.55	52.75	47.82	56.47	48.01	10	31.78	67.38	74.28	67.19	50.79	66.75	64.73	53.04
SAR2026.04	51.92	51.41	52.89	51.62	48.59	55.45	49.61	12.84	49.9	66.79	73.03	65.62	52.62	63.9	63.15	53.96
DeYO2026.04	49.77	53.27	54.71	48.79	50.17	55.87	51.82	57.64	61.09	64.78	75.67	62.34	58.48	67.41	67.12	58.59
SAR2026.04	39.96	42.08	41.35	19.35	22.01	37.65	39.12	24.89	46.87	54.32	72.37	49.37	5.82	54.89	57.31	40.49
EATA2026.04	37.42	41.49	39.64	29.7	27.01	37.9	41.82	51.54	47.76	58.3	71.64	51.66	26.76	59.18	58.88	45.38
DeYO2026.04	36	46.13	46.99	14.73	20.42	12.58	17.41	27.09	26.98	33.42	66.33	41.98	22.56	44.01	50.7	33.82
ViTBase-LN2026.04	35.09	32.16	35.87	31.42	25.31	39.45	31.55	24.47	30.13	54.74	64.48	48.98	34.2	53.17	56.45	39.83
DualTTA2026.04	25.96	46.31	44.43	24.81	26.12	42.06	18.92	23.27	25.75	20.73	72.96	53.8	21.55	61.99	60.17	41.83
EATA2026.04	24.96	28.51	26.43	20.28	21.84	36.95	46.84	48.27	47.91	63.18	70.47	35.74	51.12	53.47	52.09	41.87
DualTTA2026.04	23.69	24.38	29.59	20.3	25.97	42.33	51.13	54.03	50.76	65.77	71.9	34.81	56.64	58.79	57.77	44.52
ResNet50-GN2026.04	22.09	23.03	22.04	19.79	11.4	21.46	25.04	40.28	46.97	34.02	68.81	36.25	18.51	29.24	52.6	31.44
Tent2026.04	18.32	21.7	18.54	18.71	18.57	33.58	44.91	45.74	46.09	61.78	70.54	31.67	48.35	51.39	51.55	38.76
DeYO2026.04	17.09	25.72	26.74	19.21	24.14	33.7	44.21	45.97	48.02	59.84	69.86	41.25	51.9	57.14	54.69	41.3
SAR2026.04	16.6	20.56	19.93	13.74	12.86	34.01	45.33	46.11	45.66	61.78	70.34	32.36	48.43	52.58	48.92	37.95
Tent2026.04	8.91	9.57	8.71	9.22	7.24	12.08	14.75	12.8	13.36	1.31	69.9	40.27	3.37	49.51	52.45	20.9
ResNet50-BN2026.04	0.3	0.37	0.35	0.24	0.21	0.43	0.66	1.06	1.3	1.67	2.29	0.86	0.66	0.73	0.84	0.81