Image Classification on ImageNet-C (Corruption Breakdowns and mCE)

15.8Gauss ErrorFOA

Evaluation Results

Method
FOA2026.03	15.8	4	0.1	0.1	0.1	0.1	0.1	0.2	1.3	0.1	4.4	0.1	0.2	0.4	0.8	1.9
T3A2026.03	20.9	22.2	20	10.9	8.1	11	19.4	33.2	39.7	28.1	65.9	35	15.4	27	50.9	27.2
LAME2026.03	21.8	22.8	21.8	19.6	11.1	21.1	24.7	39.4	46.8	25	68.6	35.9	17.5	29	52.3	30.5
TENT2026.03	22.2	24.4	24.1	20	13.3	23.6	25.4	40.5	42.7	38.1	67.5	38.5	17	36.9	52	32.4
NoAdapt2026.03	23.2	23.8	23.3	19.1	10.9	21	24.5	38.5	47.5	38.6	68.4	32.3	17.9	28.2	53	31.3
DeYO2026.03	25.3	33.8	36.8	19.5	16.9	22.6	24.1	36.4	39.4	40.1	62.7	37.7	16.8	38	48.4	33.2
ZOTTA2026.03	30.5	36.3	35.5	22.5	25.6	36.4	43.7	45.4	48.7	55.3	69.7	45.3	43.6	52.7	51.8	42.9
SAR2026.03	39.8	48.3	47.8	9.1	19.6	13.9	41	48.3	50.7	56.3	70.1	50.6	10.1	11	57.7	38.3
EATA2026.03	40	43.1	41	26.1	31.2	35	42	45.8	47.8	53.9	66.6	47.5	43.4	49.7	55.5	44.6
DeepAugment+APR-SP2021.08	44	45	41	57	70	60	79	56	56	50	54	54	78	47	71	57.5
DeepAugment2021.08	49	49	48	62	74	68	79	68	64	64	57	63	78	50	73	63.1
APR-SP2021.08	55	61	54	68	84	68	80	62	62	49	53	57	83	70	69	65
Source2026.04	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
BETA2026.04	59	59.9	59.5	53.9	51.1	59.1	55.5	62.9	64.3	65.4	77.9	52.4	61.2	73.1	72.1	61.8
BETA2026.04	59.5	61	60.4	52.3	51.4	58.4	55.2	61.8	63.3	63.8	77.4	51.8	61.7	72.5	71.3	61.5
BETA2026.04	60.5	60.7	61.1	54.5	52.2	59.9	56.3	63.6	64.7	66.1	78.1	53.4	62.1	73.3	72	62.6
APR-S2021.08	61	64	60	73	87	72	81	72	67	62	56	70	83	79	71	70.5
APR-P2021.08	64	68	68	70	89	69	81	69	69	55	57	58	85	66	72	69.3
AugMix2021.08	65	66	67	70	80	66	66	75	72	67	58	58	79	69	69	68.4
Patch Uniform2021.08	67	68	70	74	83	81	77	80	74	75	62	77	84	71	71	74.3
AutoAugment(AA)2021.08	69	68	72	77	83	80	81	79	75	64	56	70	88	57	71	72.7
SIN2021.08	69	70	70	77	84	76	82	74	75	69	65	69	80	64	77	73.3
Random AA2021.08	70	71	72	80	86	82	81	81	77	72	61	75	88	73	72	76.1
MaxBlur pool2021.08	73	74	76	74	86	78	77	77	72	63	56	68	86	71	71	73.4
SANTA2026.03	74.1	72.9	71.6	75.7	74.1	64.2	55.5	55.6	62.9	46.6	34.1	69.9	50.6	44.3	48.5	60.1
EATA2026.03	75.7	66.7	65.4	74.1	69.2	64.2	57.5	63	62.8	53.4	41.3	64	50.5	47.2	50	60.4
GOLD2026.03	76.6	72.4	70.9	73.3	71.4	62.2	54.9	57.7	60.3	48.5	38.7	61.8	48.6	45.3	47.8	59.3
OBAO2026.03	78.5	75.3	73	75.7	73.1	64.5	56	55.8	58.1	47.6	40.5	60.1	47.4	43.9	45.8	59.6
Standard2021.08	79	80	82	82	90	84	80	86	81	75	65	79	91	77	80	80.6
RMT2026.03	80.2	76.4	74.5	77.1	74.4	66.2	57.6	57	59.1	48	39.1	60.6	47.3	42.5	43.4	60.2
TENT2026.03	81.6	74.6	72.7	77.6	73.8	65.5	55.3	61.6	63	51.7	38.2	72.1	50.8	47.4	53.3	62.6
SAR2026.03	82	74	71.9	77.4	73.6	66.1	56.2	61.3	63.1	51.2	37.1	69	49.8	46	51.2	62
DSS2026.03	82.3	78.4	76.7	81.9	77.8	66.9	60.9	50.8	60.9	47.7	35.4	69	47.5	40.9	46.2	62.2
Ada2026.03	82.9	80.9	78.4	81.4	78.7	72.9	64	63.5	64.5	53.5	38.4	66.7	54.6	49.4	53	65.5
BeCoTTA2026.03	84.1	74.3	72.2	77.4	71.9	63.4	55.1	57.2	61.2	50.7	36.4	66.1	49.2	45.6	48.4	60.9
CoTTA2026.03	84.7	82.1	80.6	81.3	79	68.6	57.5	60.3	60.5	48.3	36.6	66.1	47.3	41.2	46	62.7