Our new X account is live! Follow @wizwand_team for updates

Image Classification on CIFAR-100C Level 5 (test)

89.5Gaussian Acc

Source

Updated 4d ago

Evaluation Results

Method	Links
Source 2021.12		89.5	88.8	95.5	68.4	83.3	65	63.5	62.4	74.9	70.3	42.9	83	61.1	84.4	65.5	73.2	-
TTT 2021.12		83.8	83	86.8	59.9	77.7	57.9	59.2	61.5	70.6	70.5	44.5	69.8	56.5	80.2	60.3	68.1	-
NORM 2021.12		72.5	72.7	77.1	48.6	69.3	49.7	47.9	59.5	59.7	58.4	41.8	53.1	58.8	57.3	67.7	59.6	-
DUA 2021.12		67.9	67.3	72.6	47.9	66.1	51.6	46.6	58.1	57.6	54.4	41.3	58.6	55.3	53.3	60.7	57.3	-
Source 2021.12		65.7	60.1	59.1	32	51	33.6	32.4	41.4	45.2	51.4	31.6	55.5	40.3	59.7	42.4	46.7	-
Source 2021.12		65.7	60.1	59.1	32	51	33.6	32.4	41.4	45.2	51.4	31.6	55.5	40.3	59.7	42.4	46.7	-
Source 2023.03		65.7	60.1	59.1	32	51	33.6	32.4	41.4	45.2	51.4	31.6	55.5	40.3	59.7	42.4	46.7	-
Source 2022.11		65.7	60.1	59.1	32	51	33.6	32.4	41.4	45.2	51.4	31.6	55.5	40.3	59.7	42.4	-	46.7
Source 2022.11		65.7	60.1	59.1	32	51	33.6	32.4	41.4	45.2	51.4	31.6	55.5	40.3	59.7	42.4	46.8	-
NORM 2023.03		44.7	44.2	47.4	32.4	46.4	32.9	33	39	38.4	45.3	30.2	36.6	40.6	37.2	44.2	39.5	-
BUFR 2022.11		44.5	44.3	47.5	32.4	45.9	33	33.1	38.7	38.2	45.7	30.1	36.1	40.7	37.1	44.3	-	39.4
TTT++ 2022.11		43.9	40	56.3	32.5	54.2	35.9	29.9	42.2	39.4	39.7	27.5	29.6	44.2	37	37.4	-	39.3
NORM 2022.11		42.5	41.8	42.6	29.7	43.9	30.6	29.7	35.7	34.6	42.2	26.9	32.8	38.1	35.5	40.9	-	36.5
T3A 2022.11		42.4	41.8	42.5	29.7	44.3	30.5	29.5	35.9	34.5	42.1	26.8	32.8	38	35.9	40.7	-	36.5
DUA 2021.12		42.2	40.9	41	30.5	44.8	32.2	29.9	38.9	37.2	43.6	29.5	39.2	39	35.3	41.2	37.6	-
DUA 2021.12		42.2	40.9	41	30.5	44.8	32.2	29.9	38.9	37.2	43.6	29.5	39.2	39	35.3	41.2	37.6	-
DUA 2023.03		42.2	40.9	41	30.5	44.8	32.2	29.9	38.9	37.2	43.6	29.5	39.2	39	35.3	41.2	37.6	-
DUA 2022.11		42.2	40.9	41	30.5	44.8	32.2	29.9	38.9	37.2	43.6	29.5	39.2	39	35.3	41.2	-	37.7
P-L 2022.11		41.3	40.5	42.5	29.6	43.1	30.3	29.4	35.8	34.3	41.7	26.7	32.4	37.8	33.5	40.8	-	36
CoTTA 2022.11		40.8	39.2	40.8	29.9	40.9	30.7	29.8	35.9	34.9	43.4	26.9	38.2	36.6	30.9	36.8	35.7	-
TTT++ 2022.11		40.7	36.4	41.5	27.5	47.8	31.1	25.1	36.5	34.7	33.7	23.3	24.7	40.2	30.5	33.3	-	33.8
CFA 2022.11		40.4	39.3	42.1	29.4	42.3	30.2	29.2	35.1	34.1	39.8	26.7	32.1	37.6	32.8	40.6	-	35.5
TENT 2021.12		40.3	39.9	41.8	29.8	42.3	31	30	34.5	35.2	39.5	28	33.9	38.4	33.4	41.4	36	-
TENT 2021.12		40.3	39.9	41.8	29.8	42.3	31	30	34.5	35.2	39.5	28	33.9	38.4	33.4	41.4	36	-
TENT 2023.03		40.3	39.9	41.8	29.8	42.3	31	30	34.5	35.2	39.5	28	33.9	38.4	33.4	41.4	36	-
TENT 2022.11		39.9	39.1	42.2	29	42	30.2	29.3	34.9	34.2	39.7	26.7	32.3	37.4	32.4	40.4	-	35.3
SHOT 2022.11		39.7	38.9	42.1	29	41.9	30.2	29.3	34.8	34.2	39.7	26.7	32.2	37.2	32.5	40.4	-	35.3
ActMAD 2022.11		39.6	38.4	39.5	29.1	41.5	30	29.1	34	33.2	40.2	26.4	31.5	36.4	31.4	38.9	-	34.6
ActMAD 2022.11		39.6	38.3	41.4	31.8	41.7	32.7	30.9	34.6	33.6	42.9	27.4	36.3	37.2	31.9	38.6	35.9	-
NHL 2023.03		38.4	37.1	36.2	28.4	41	29.3	29.7	32.2	33.1	36.1	26.4	30.9	36.2	30.8	38.3	33.6	-
SHOT 2022.11		37.2	36.2	36.7	27.5	38.2	28.5	27.8	31.8	32	33.4	25.8	29.6	34.5	29.8	37.2	-	32.4
SubTTA 2026.01		31.85	34.25	36.31	49.48	29.66	48.86	53.86	53.62	54.14	48.19	63.2	46.47	36.52	40.2	40.78	44.49	-
MINT 2026.01		27.49	30.46	35.97	49.33	26.54	47.37	53.42	52.58	52.1	48.46	64.68	44.15	35.25	33.02	35.4	42.41	-
WATT 2026.01		25.55	27.34	31.46	48.54	23.27	48.44	53.08	52.85	52.28	48.08	62.52	45.11	35.53	36.74	37.84	41.91	-
BATCLIP 2026.01		25.52	28.35	34.6	49.66	26.46	48.81	54.77	51.9	51.6	48.3	62.77	45.68	34.82	33.01	37.25	42.23	-
ECALP 2026.01		23.15	25.17	30.1	43.19	19.65	42.82	49.7	47.97	50.02	42.31	58.42	34.63	30.05	25.19	32.33	36.98	-
TDA 2026.01		22.59	25.12	29.22	43.11	19.35	43.47	49.27	48.46	50.4	41.45	57.96	35.02	28.73	24.16	32.46	36.72	-
DMN 2026.01		22.02	25.06	25.43	40.93	16.1	43.7	49.38	45.72	47.88	39.77	57.61	32.23	25.89	22.9	30.99	35.04	-
RoTTA 2026.01		20.62	22.21	26.28	42.49	20.28	43.2	48.1	48.59	50	41.71	57.24	34.54	29.18	25.06	32.93	36.16	-
MEMO 2026.01		20.2	21.89	27.16	44.09	19.58	43.92	49.14	50.58	50.44	43.9	58.55	34.57	30.45	25.22	34.2	36.93	-
Source 2026.01		19.57	21.41	25.26	42.46	20.05	43.15	47.92	48.38	49.67	41.61	57.01	34.54	29.23	23.95	32.46	35.78	-
ZERO 2026.01		18.91	21.07	28.57	43.97	19.49	43.31	48.69	49.11	50.07	44.02	57.62	34.51	31.08	24.8	34.04	36.62	-
VTE 2026.01		17.97	18.8	28.22	40.42	19.58	39.58	45.36	48.16	46.85	40.68	55.3	30.08	32.47	30.35	31.52	35.02	-
TPT 2026.01		17.86	19.5	27.15	43.52	20.02	42.64	48.66	49.1	49.49	42.21	57.29	33.38	31.08	27.6	32.79	36.15	-
TENT 2026.01		7.57	8.23	8.32	51.7	8.17	52.5	53.28	52.16	36.34	47.91	62.58	52.55	36.39	39.98	38.12	36.98	-
Source only 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	46.4	-
BN-1 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	35.4	-
TENT-cont. 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	60.9	-
AdaContrast 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	33.4	-
COTTA 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	32.5	-
GTTA-MIX 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	28.9	-
RMT 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	29	-
RMT 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	27.6	-
RMT 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	26.8	-
Source 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	35.1
TENT 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	27.4
SHOT 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	25.6
CFA 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	24.6
ActMAD 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	22.4
Source 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	46.7
NORM 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	42.6
TENT 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	38.2
CoTTA 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	35.7
ActMAD 2022.11		-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	35.9