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Open-Set Test-Time Adaptation on ImageNet-C (test)

51.57Accuracy

UniEnt+

Updated 3mo ago

Evaluation Results

Method	Links
UniEnt+ 2024.04		51.57	59.45	93.6	38.27
EATA + UniEnt+ 2026.04		51.57	59.45	93.6	38.27
EATA 2024.04		51.4	53.1	95.18	34.87
EATA 2026.04		51.4	53.1	95.18	34.87
EATA + ROSETTA 2026.04		50.65	60.37	93.5	38.16
UniEnt 2024.04		49.6	58.29	93.63	36.28
EATA + UniEnt 2026.04		49.6	58.29	93.63	36.28
TENT + ROSETTA 2026.04		48.01	57.35	95.08	35.01
OSTTA + ROSETTA 2026.04		47.95	57.7	94.47	34.91
UniEnt 2024.04		47.92	56.02	95.23	34.47
OSTTA + UniEnt 2026.04		47.92	56.02	95.23	34.47
OSTTA 2024.04		47.91	52.93	96.15	32.77
OSTTA 2026.04		47.91	52.93	96.15	32.77
COTTA 2024.04		47.67	55.58	94.51	33.8
CoTTA 2026.04		47.67	55.58	94.51	33.8
UniEnt 2024.04		47.53	56.33	95.21	34.42
TENT + UniEnt 2026.04		47.53	56.33	95.21	34.42
UniEnt+ 2024.04		47.47	55.67	95.16	34.03
OSTTA + UniEnt+ 2026.04		47.47	55.67	95.16	34.03
UniEnt+ 2024.04		46.87	55.86	95.1	33.73
TENT + UniEnt+ 2026.04		46.87	55.86	95.1	33.73
TENT 2024.04		45.82	51.34	96.47	30.33
TENT 2026.04		45.82	51.34	96.47	30.33
BN Adapt 2024.04		43.57	55.89	93.39	30.42
BN Adapt 2026.04		43.57	55.89	93.39	30.42
Source 2024.04		28.21	49.63	94.74	19.81
Source 2026.04		28.21	49.63	94.74	19.81