Image Classification on ImageNet-C Severity 5 (Corruption Error Rates)

6Error Rate (Gaussian)TENT

Evaluation Results

Method
TENT2026.05	6	19	11.5	13.8	8.6	19.5	17.1	16.4	21.7	1.9	69.8	42.2	6.3	49.6	53.6	23.8
NoAdapt2026.05	22.1	23	22	19.8	11.4	21.5	25	40.3	47	34	68.8	36.2	18.5	29.2	52.6	31.4
CLIP2025.06	22.94	23.2	24.06	31.5	19.8	35.84	33.58	45	39.34	47.26	62.88	34.54	25.74	50.68	42.02	35.89
Source2025.06	35.06	33.68	36.92	32.46	23.04	36.78	30.56	21.4	27.54	52.84	62.6	50.26	31.68	53.58	57.28	39.05
SAR2026.05	36.5	38.1	37	19.4	18.1	33.4	16.1	22.6	44.4	3.8	71.6	46.6	7.1	52	56.5	33.6
E^SR2026.05	38.2	41.2	40	28.8	28	40.2	44.7	56.6	52	60.9	72.3	51.2	48.7	59.5	57.7	48
MEMO2025.06	41.24	40.8	42.56	32.78	29.32	44.86	37.74	30.24	33.82	53.86	69.34	56.34	33.32	62.32	59.94	44.57
SAR2025.06	41.81	48.97	53.16	43.69	38.15	51.29	45.08	48.23	54.93	64.56	75.48	59.76	45.85	64.37	66.54	53.46
FOZO2026.05	41.9	43.4	44.6	41.1	34.8	46.1	40.3	56.6	61.2	64	75.1	26.6	47.2	59.7	67	50
Tent2025.06	42.31	48.9	52.67	42.41	36.65	50.99	44.75	48.97	54.74	65.37	74.75	61.08	45.43	64.92	66.7	53.38
DeYO2026.05	43.4	44.9	43.3	22.7	24	40.5	5	52.3	51	0.8	73.3	52.4	19	58.8	59	39.4
NoAdapt2026.05	44.2	42	44.8	39.8	28.9	43.4	34.7	53.2	59.8	59	75.1	27.4	39	59.1	65.3	47.7
FOA†2026.05	47.4	49.2	49.6	47.1	32.4	47.5	38.1	40.4	60.7	36	74.8	16.4	45.9	61.1	65.6	47.5
ZOA2026.05	47.5	45.5	46.8	41.2	37.5	47.9	41.9	55.6	60.7	60.4	75.6	14.8	49	62.3	66.5	50.2
EATA2025.06	47.93	55.2	57.23	49.21	49.27	55.49	53.18	59.45	62.47	65.27	76.71	57.82	57.09	67.63	67.07	58.73
DeYO2025.06	50.18	56.75	57.95	48.67	49.84	54.75	48.15	58.55	60.65	63.97	75.77	56.45	56.45	66.69	67.55	58.16
DPCore2025.06	51.15	53.25	53.25	40.06	41.36	53.95	47.21	58.91	55.35	53.97	75.37	51.49	51.39	67.35	63.54	54.51
EVA-0†2026.05	52	53.1	54.2	48.8	47.5	55.2	51.4	61.4	63.4	67.1	77.3	43	58.5	67.6	68.8	57.9
FOA2026.05	53.2	51.8	54.6	49.6	38.8	51	44.8	60.3	65	68.8	76.7	39.5	46.6	67.3	68.6	55.8
RoTTA2025.06	53.98	54.02	55.31	49.19	35.31	54.69	48.45	62.87	65.08	64.54	77.77	38.08	50.17	68.35	70.29	56.54
NOTE2025.06	54.05	53.45	54.11	50.15	33.22	52.25	45.08	60.27	62.49	65.63	77.77	36.3	44.95	67.8	68.97	55.1
EVA-02026.05	54.1	55.4	56	51	48.8	55.9	53.7	63.7	65.4	69.3	78.1	45.6	61.3	69	70.8	59.9
CoTTA2025.06	54.37	53.67	54.89	50.02	32.02	52.47	45.3	59.83	62.41	64.37	77.76	34.84	45.33	66.67	69.53	54.9
CoDiRe2025.06	54.43	57.64	57.43	53.09	50.11	57.51	55.54	62.91	62.76	66.73	77.57	58.65	56.03	70.02	69.91	60.69
ViDA2025.06	54.55	56.05	57.65	50.18	34.78	54.69	46.92	61.55	63.25	64.61	77.7	36.79	49.81	69.26	70.49	56.55
NoAdapt2026.05	55.8	55.8	56.5	46.7	34.7	52.1	42.5	60.8	61.4	66.7	76.9	24.6	44.7	65.8	66.7	54.1
SANTA2025.06	55.99	59.27	59.69	51.08	40.74	56.63	50.87	62.55	64.69	68.07	77.48	59.13	50.53	68.29	69.36	59.62
T3A2026.03	56.4	56.9	57.3	47.9	37.8	54.3	46.9	63.6	60.8	68.5	78.1	38.3	50	67.6	69.1	56.9
FOZO2026.05	56.4	56.1	56.9	49.8	38.7	54.4	47.2	64.3	65.3	68.9	77.7	54.6	50.5	67.1	68.4	58.4
LAME2026.03	56.5	56.5	57.2	46.4	34.7	52.7	44.2	58.4	61.5	63.1	77.4	24.7	44.6	66.6	67.2	54.1
NoAdapt2026.03	56.8	56.8	57.5	46.9	35.6	53.1	44.8	62.2	62.5	65.7	77.7	32.6	46	67	67.6	55.5
FOA†2026.05	57.1	57.7	58.2	52.1	35.6	54.5	35.3	46	48.6	38.3	76.7	21.5	47.6	65.5	66.6	50.8
ZOA2026.05	57.4	57	58.2	50.6	45.5	57.6	51.6	64.1	61.2	64.4	78	47.5	53.7	68.8	69.1	59
EVA-0†2026.05	59.1	60.4	61	56.2	53.3	60.4	56.8	67.4	66.4	71.4	79.4	62.2	62.6	71.9	71.7	64
SAR2026.03	59.2	60.5	60.7	57.5	55.6	61.8	57.6	65.9	63.5	69.1	78.7	45.7	62.4	71.9	70.3	62.7
TENT2026.03	60.3	61.6	61.8	59.2	56.5	63.5	59.2	54.3	64.5	2.3	79.1	67.4	61.5	72.5	70.6	59.6
FOA2026.05	60.7	61.4	61.3	57.2	51.5	59.4	51.3	68	67.3	72.4	80.3	63.2	57	72	69.8	63.5
FOA2026.03	60.8	61.5	62	55.7	43.5	58.5	51.5	66.9	64.3	70.7	80.5	64.2	53.1	72.1	70.9	62.4
EVA-02026.05	60.9	62.1	62.9	56.5	54.2	61.5	59.2	69.4	68.2	73.2	80.2	63.7	65.8	73.3	72.6	65.6
EATA2026.03	61.2	62.3	62.7	60	59.2	64.7	61.7	69	66.6	71.8	79.7	66.8	65	74.2	72.3	66.5
ZOTTA2026.03	61.8	63.7	63.8	57.9	57.8	62.8	59.7	70.2	67.8	72.3	80.5	66	67.6	74	73.2	66.6
DeYO2026.03	62.4	64	63.9	61	60.7	66.4	62.9	70.9	69.6	73.7	80.5	67.2	69.9	75.7	73.7	68.2
CoTTA2026.03	63.6	63.8	64.1	55.5	51.1	63.6	55.5	70	69.4	71.5	78.5	9.7	64.5	73.4	71.2	61.7