Open-Set Test-Time Adaptation on Tiny-ImageNet-C benchmark leaderboard · SOTA2 Research

Open-Set Test-Time Adaptation on Tiny-ImageNet-C

38.96AccuracyEATA + ROSETTA

Evaluation Results

Method	Links
EATA + ROSETTA2026.04		38.96	64.49	89.56	31.46
OSTTA + ROSETTA2026.04		38.85	62.3	91.08	30.73
EATA + UniEnt+2026.04		38.65	62.3	90.88	30.95
EATA + UniEnt2026.04		37.54	64.34	89.23	30.59
TENT + ROSETTA2026.04		37.32	64.01	88.53	29.75
TENT + UniEnt+2026.04		37.31	63.83	89.12	30.12
OSTTA2026.04		37.29	55.66	94.34	27.74
TENT + UniEnt2026.04		37.23	63.92	89.72	30.18
EATA2026.04		37.09	57.55	93.22	27.91
BN Adapt2026.04		37	61.06	90.9	28.5
OSTTA + UniEnt+2026.04		34.47	61.28	89.56	26.65
OSTTA + UniEnt2026.04		33.72	62.29	89.67	26.63
ProtoDCS2026.02		31.21	58.32	92.02	23.74
SAR2026.02		29.89	60.35	90.02	21.14
DPE2026.02		29.78	58.49	91.73	21.26
TDA2026.02		29.67	58.2	91.8	21.08
CLIP(ViT)2026.02		29.66	51.5	94.35	17.98
UniEnt+EATA2026.02		29.54	61.36	88.86	20.91
CLIPArTT2026.02		29.25	62.27	88.57	20.65
TENT2026.04		28.96	49.78	95.96	19.02
TENT2026.02		28.92	62.5	88.42	20.51
UniEnt+TPT2026.02		28.89	40.6	97.41	19.77
TPT2026.02		28.72	37.56	98.05	20.8
EATA2026.02		28.52	61.3	89.08	20.06
STAMP2026.02		27.26	62.09	87.71	19.45
Source2026.04		22.29	53.79	93.41	16.29
CoTTA2026.04		12.68	41.36	94.43	7.61