Open-Set Test-Time Adaptation on ImageNet-C (test) benchmark leaderboard · SOTA2 Research

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

51.57AccuracyUniEnt+

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
EATA2024.04		51.4	53.1	95.18	34.87
EATA2026.04		51.4	53.1	95.18	34.87
EATA + ROSETTA2026.04		50.65	60.37	93.5	38.16
UniEnt2024.04		49.6	58.29	93.63	36.28
EATA + UniEnt2026.04		49.6	58.29	93.63	36.28
TENT + ROSETTA2026.04		48.01	57.35	95.08	35.01
OSTTA + ROSETTA2026.04		47.95	57.7	94.47	34.91
UniEnt2024.04		47.92	56.02	95.23	34.47
OSTTA + UniEnt2026.04		47.92	56.02	95.23	34.47
OSTTA2024.04		47.91	52.93	96.15	32.77
OSTTA2026.04		47.91	52.93	96.15	32.77
COTTA2024.04		47.67	55.58	94.51	33.8
CoTTA2026.04		47.67	55.58	94.51	33.8
UniEnt2024.04		47.53	56.33	95.21	34.42
TENT + UniEnt2026.04		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
TENT2024.04		45.82	51.34	96.47	30.33
TENT2026.04		45.82	51.34	96.47	30.33
BN Adapt2024.04		43.57	55.89	93.39	30.42
BN Adapt2026.04		43.57	55.89	93.39	30.42
Source2024.04		28.21	49.63	94.74	19.81
Source2026.04		28.21	49.63	94.74	19.81