Image Classification on CIFAR-10C (Per-Corruption Accuracy)

99.03Brightness AccViT-L/16

Evaluation Results

Method
ViT-L/162023.05	99.03	98.82	98.96	97.85	98.88	98.71	98.92	97.29	90.37	98.47	96.34	98.13	98.57	97.98	98	98.49	98.72	97.93	97.95	—	—
ViT-L/162023.05	98.96	98.94	98.83	97.94	98.93	98.71	98.86	97.74	89.41	98.45	96.92	98.29	98.62	98.18	98.36	98.61	98.68	98.28	98.08	—	—
ViT-L/162023.05	98.76	98.86	98.83	97.62	98.75	98.26	98.83	97.12	89.7	98	96.47	98.05	98.3	97.7	97.88	97.95	98.54	98.01	97.58	—	—
ViT-L/162023.05	98.68	98.69	98.64	97.47	98.69	98.32	98.63	97.43	90.27	97.52	96.87	97.78	98.43	97.62	97.99	98.15	98.34	98.08	97.31	—	—
Default2026.05	93.8	—	—	82.9	—	—	—	—	—	—	75.8	—	—	—	—	83.5	—	—	—	76.3	45.6
TARO-22026.05	91.3	—	—	84.3	—	—	—	—	—	—	90.5	—	—	—	—	87.3	—	—	—	89.1	92
AAOpt2026.05	90.5	—	—	84.8	—	—	—	—	—	—	89.5	—	—	—	—	85.3	—	—	—	87.1	85.3
Score-Opt-O2026.05	89.6	—	—	78.5	—	—	—	—	—	—	86.1	—	—	—	—	82.7	—	—	—	83.3	79.8
TARO-2-AA2026.05	89.4	—	—	81.1	—	—	—	—	—	—	88.6	—	—	—	—	86.5	—	—	—	87.4	91.3
Ramen2026.04	88.1	79.8	77.2	72	78	80.3	—	—	64.1	56	67.5	77.2	65.5	—	63.3	80.9	—	—	78.9	72.7	61
SAR2026.04	87.4	77	77.5	71	76.6	80.7	—	—	60.5	51	62.8	74.8	57.5	—	51.8	79.6	—	—	79.2	69.1	48.8
SAR2026.02	86.92	71.99	75.13	57.21	75.96	80.77	—	47	46.53	56.66	61.73	74.16	64.2	—	50.09	79.22	—	—	76.57	66.94	—
Tent2026.04	86.9	75.5	77.8	69.7	74	79.9	—	—	56.6	46.4	63.9	72.7	60.3	—	43.1	79.7	—	—	77.9	66.9	39.5
TDA2026.02	86.68	66.03	73.84	56.95	73.27	80.33	—	43.96	47.34	60.46	62.9	71.03	54.79	—	48.14	77.66	—	—	75.81	65.25	—
LQA2026.02	86.5	66.57	73.84	57.34	73.11	80.34	—	43.82	46.38	60.17	63.34	71.52	53.82	—	48.59	77.53	—	—	76.27	66.95	—
NOTE2026.04	86.5	73.5	77.1	68.7	73	79.2	—	—	57	48.9	62.2	74	57.9	—	48.3	78	—	—	77.6	67.1	44.9
WATT-S2026.04	86.4	74.1	77	67.8	74.8	79.5	—	—	54.3	49.5	62.9	72.9	57.2	—	49.7	77.8	—	—	77.3	67.2	47.4
TENT2026.02	86.25	65.25	76.92	55.8	72.55	79.2	—	16.36	36.73	49.93	66.51	77.58	67.53	—	28.24	78.85	—	—	76.45	64.96	—
EATA2026.02	86.25	66.35	73.65	57.15	72.95	80.15	—	43.75	46.15	59.97	63.15	71.25	53.65	—	48.35	77.35	—	—	76.05	66.75	—
Mint2026.04	85.8	73.8	74.1	65.8	73.8	77	—	—	51.3	50.3	56.4	75.8	47.3	—	50.9	76.4	—	—	76.9	65.6	47.9
RoTTA2026.04	85.6	82.9	78.1	73.7	80	80.1	—	—	61	51.3	69.9	75.2	65.3	—	56.4	79	—	—	79	71.4	53.1
LQA-Lite2026.02	84.82	63.81	72.69	56.86	71.6	78.47	—	40.33	46.06	59.38	61.41	70.06	50.41	—	43.51	75.95	—	—	74.21	65.03	—
TDA2026.04	84	66.6	73.5	62.5	69.8	76.4	—	—	45.4	43.4	57.7	67.6	52.1	—	42.8	74.3	—	—	73.2	61.9	39.8
DMN-ZS2026.04	84	66.5	73.1	62.3	69.5	76.3	—	—	44.6	42.4	58.3	67.2	52.4	—	41.7	74.6	—	—	72.8	61.6	38.4
Ensemble2026.04	83.6	67	72.4	61.9	69	75.7	—	—	43.9	42.7	58.6	66.6	51.8	—	42.6	73.8	—	—	71.6	61.3	38.6
CLIP2026.02	83.43	61.98	70.04	53.15	68.43	76.65	—	37.72	42.22	51.75	56.09	65.85	48.51	—	41.11	73.3	—	—	72.6	60.19	—
CLIPArTT2026.04	82.8	66.9	70.5	61.9	67.4	75.3	—	—	48.9	44.8	59.5	65.5	58.5	—	41.5	72.9	—	—	70.7	61.6	37.2
CLIP2026.04	81.4	64.5	70	59.6	66.7	72.3	—	—	41.4	43.2	56.7	64.5	48.2	—	40	70.8	—	—	70.2	59	35.5