Open-Set Test-Time Adaptation on Tiny-ImageNet-C
38.96AccuracyEATA + ROSETTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EATA + ROSETTAFramework=ROSETTA2026.04 | 38.96 | 64.49 | 89.56 | 31.46 | |
| OSTTA + ROSETTAFramework=ROSETTA2026.04 | 38.85 | 62.3 | 91.08 | 30.73 | |
| EATA + UniEnt+Framework=UniEnt+2026.04 | 38.65 | 62.3 | 90.88 | 30.95 | |
| EATA + UniEntFramework=UniEnt2026.04 | 37.54 | 64.34 | 89.23 | 30.59 | |
| TENT + ROSETTAFramework=ROSETTA2026.04 | 37.32 | 64.01 | 88.53 | 29.75 | |
| TENT + UniEnt+Framework=UniEnt+2026.04 | 37.31 | 63.83 | 89.12 | 30.12 | |
| OSTTA2026.04 | 37.29 | 55.66 | 94.34 | 27.74 | |
| TENT + UniEntFramework=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+Framework=UniEnt+2026.04 | 34.47 | 61.28 | 89.56 | 26.65 | |
| OSTTA + UniEntFramework=UniEnt2026.04 | 33.72 | 62.29 | 89.67 | 26.63 | |
| ProtoDCSBackbone=CLIP ViT-B/162026.02 | 31.21 | 58.32 | 92.02 | 23.74 | |
| SARBackbone=CLIP ViT-B/162026.02 | 29.89 | 60.35 | 90.02 | 21.14 | |
| DPEBackbone=CLIP ViT-B/162026.02 | 29.78 | 58.49 | 91.73 | 21.26 | |
| TDABackbone=CLIP ViT-B/162026.02 | 29.67 | 58.2 | 91.8 | 21.08 | |
| CLIP(ViT)Backbone=CLIP ViT-B/162026.02 | 29.66 | 51.5 | 94.35 | 17.98 | |
| UniEnt+EATABackbone=CLIP ViT-B/162026.02 | 29.54 | 61.36 | 88.86 | 20.91 | |
| CLIPArTTBackbone=CLIP ViT-B/162026.02 | 29.25 | 62.27 | 88.57 | 20.65 | |
| TENT2026.04 | 28.96 | 49.78 | 95.96 | 19.02 | |
| TENTBackbone=CLIP ViT-B/162026.02 | 28.92 | 62.5 | 88.42 | 20.51 | |
| UniEnt+TPTBackbone=CLIP ViT-B/162026.02 | 28.89 | 40.6 | 97.41 | 19.77 | |
| TPTBackbone=CLIP ViT-B/162026.02 | 28.72 | 37.56 | 98.05 | 20.8 | |
| EATABackbone=CLIP ViT-B/162026.02 | 28.52 | 61.3 | 89.08 | 20.06 | |
| STAMPBackbone=CLIP ViT-B/162026.02 | 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 |