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Open-set Test-time Adaptation on CIFAR-100-C (test)

65.17Accuracy

TENT + UniEnt

Updated 16d ago

Evaluation Results

Method
TENT + UniEnt 2024.04	65.17	80.51	51.14	56.26
EATA + UniEnt+ 2024.04	65.17	95.42	20.59	58.19
EATA + ROSETTA 2026.04	61.76	94.61	25.04	60.21
OSTTA 2024.04	60.63	82.75	70.58	51.35
EATA 2026.04	60.63	88.64	50.18	57.24
OSTTA + ROSETTA 2026.04	60.06	93.06	31.44	58.02
TENT + UniEnt+ 2024.04	60.03	82.91	41.09	56.36
OSTTA 2026.04	60.03	75.37	82.75	51.35
OSTTA + UniEnt 2024.04	59.75	95.52	19.66	57.28
EATA + UniEnt 2026.04	59.75	93.42	30.36	57.99
OSTTA + UniEnt+ 2024.04	59.71	96.4	16.08	57.69
EATA + UniEnt+ 2026.04	59.71	94.23	26.87	58.19
TENT + ROSETTA 2026.04	59.39	91.54	37.3	56.86
TENT + UniEnt 2026.04	59.07	89.28	51.14	56.26
EATA + UniEnt 2024.04	58.93	94.84	22.95	57.99
OSTTA + UniEnt+ 2026.04	58.93	95.42	20.59	57.69
EATA 2024.04	58.69	75.37	72.24	57.24
OSTTA + UniEnt 2026.04	58.69	94.84	22.95	57.28
TENT + UniEnt+ 2026.04	58.58	91.39	41.09	56.36
EATA + UniEnt+ 2024.04	58.02	82.47	7.92	57.47
OSTTA + UniEnt+ 2024.04	58.02	90.15	17.33	56.32
TENT + UniEnt 2024.04	57.93	77.87	46.18	55.67
TENT + UniEnt+ 2024.04	57.92	77.75	45.1	55.59
OSTTA 2024.04	57.39	56.13	82.47	44.85
BN Adapt 2024.04	57.16	72.45	84.28	47.09
BN Adapt 2024.04	57.16	72.45	84.29	47.1
BN Adapt 2026.04	57.16	72.45	84.29	47.1
EATA + UniEnt 2024.04	57.07	81.22	5.85	56.7
OSTTA + UniEnt 2024.04	57.07	88.94	21.15	49.61
COTTA 2024.04	56.46	77.04	80.96	48.95
CoTTA 2026.04	56.46	77.04	80.96	48.95
TENT 2024.04	54.74	65	94.79	42.24
TENT 2026.04	54.74	65	94.79	42.24
Source 2024.04	53.25	60.55	94.98	39.87
Source 2024.04	53.25	60.55	94.98	39.87
Source 2026.04	53.25	60.55	94.98	39.87
EATA 2024.04	48.75	57.39	80.83	41.27
ProtoDCS 2026.02	37.62	76.7	74.97	33.48
TENT 2024.04	37.49	53.73	95.07	25.02
DPE 2026.02	37.35	74.01	77.01	30.66
CLIP (ViT) 2026.02	37.14	55.42	91.4	18.87
UniEnt+TPT 2026.02	35.11	36.2	93.5	24.08
UniEnt+EATA 2026.02	34.57	71.2	78.33	27.14
TPT 2026.02	34.39	42.18	87.9	23.89
CLIPArTT 2026.02	34.23	66.84	85.63	25.65
TENT 2026.02	33.03	67.45	86.26	25.08
EATA 2026.02	32.16	66.55	86.04	24.21
STAMP 2026.02	32.06	65.95	86.63	23.87
TDA 2026.02	27.14	73.39	77.56	30.27
SAR 2026.02	25.15	54.69	89.12	14.11
COTTA 2024.04	13.34	48.34	91.61	8.19