Open-Set Test-Time Adaptation on ImageNet-C (test)
51.57AccuracyUniEnt+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniEnt+Base Method=EATA, Backbone=ResNet-50, Pre-training=AugMix2024.04 | 51.57 | 59.45 | 93.6 | 38.27 | |
| EATA + UniEnt+Framework=UniEnt+2026.04 | 51.57 | 59.45 | 93.6 | 38.27 | |
| EATABackbone=ResNet-50, Pre-training=AugMix2024.04 | 51.4 | 53.1 | 95.18 | 34.87 | |
| EATA2026.04 | 51.4 | 53.1 | 95.18 | 34.87 | |
| EATA + ROSETTAFramework=ROSETTA2026.04 | 50.65 | 60.37 | 93.5 | 38.16 | |
| UniEntBase Method=EATA, Backbone=ResNet-50, Pre-training=AugMix2024.04 | 49.6 | 58.29 | 93.63 | 36.28 | |
| EATA + UniEntFramework=UniEnt2026.04 | 49.6 | 58.29 | 93.63 | 36.28 | |
| TENT + ROSETTAFramework=ROSETTA2026.04 | 48.01 | 57.35 | 95.08 | 35.01 | |
| OSTTA + ROSETTAFramework=ROSETTA2026.04 | 47.95 | 57.7 | 94.47 | 34.91 | |
| UniEntBase Method=OSTTA, Backbone=ResNet-50, Pre-training=AugMix2024.04 | 47.92 | 56.02 | 95.23 | 34.47 | |
| OSTTA + UniEntFramework=UniEnt2026.04 | 47.92 | 56.02 | 95.23 | 34.47 | |
| OSTTABackbone=ResNet-50, Pre-training=AugMix2024.04 | 47.91 | 52.93 | 96.15 | 32.77 | |
| OSTTA2026.04 | 47.91 | 52.93 | 96.15 | 32.77 | |
| COTTABackbone=ResNet-50, Pre-training=AugMix2024.04 | 47.67 | 55.58 | 94.51 | 33.8 | |
| CoTTA2026.04 | 47.67 | 55.58 | 94.51 | 33.8 | |
| UniEntBase Method=TENT, Backbone=ResNet-50, Pre-training=AugMix2024.04 | 47.53 | 56.33 | 95.21 | 34.42 | |
| TENT + UniEntFramework=UniEnt2026.04 | 47.53 | 56.33 | 95.21 | 34.42 | |
| UniEnt+Base Method=OSTTA, Backbone=ResNet-50, Pre-training=AugMix2024.04 | 47.47 | 55.67 | 95.16 | 34.03 | |
| OSTTA + UniEnt+Framework=UniEnt+2026.04 | 47.47 | 55.67 | 95.16 | 34.03 | |
| UniEnt+Base Method=TENT, Backbone=ResNet-50, Pre-training=AugMix2024.04 | 46.87 | 55.86 | 95.1 | 33.73 | |
| TENT + UniEnt+Framework=UniEnt+2026.04 | 46.87 | 55.86 | 95.1 | 33.73 | |
| TENTBackbone=ResNet-50, Pre-training=AugMix2024.04 | 45.82 | 51.34 | 96.47 | 30.33 | |
| TENT2026.04 | 45.82 | 51.34 | 96.47 | 30.33 | |
| BN AdaptBackbone=ResNet-50, Pre-training=AugMix2024.04 | 43.57 | 55.89 | 93.39 | 30.42 | |
| BN Adapt2026.04 | 43.57 | 55.89 | 93.39 | 30.42 | |
| SourceBackbone=ResNet-50, Pre-training=AugMix2024.04 | 28.21 | 49.63 | 94.74 | 19.81 | |
| Source2026.04 | 28.21 | 49.63 | 94.74 | 19.81 |