Open-set Test-time Adaptation on CIFAR-10-C (test)
85.77AccuracyCOTTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| COTTABackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 85.77 | 85.89 | 72.4 | 77.26 | |
| CoTTA2026.04 | 85.77 | 85.89 | 72.4 | 77.26 | |
| OSTTA + ROSETTAFramework=ROSETTA2026.04 | 85.56 | 96.12 | 18.96 | 83.46 | |
| EATA + ROSETTAFramework=ROSETTA2026.04 | 85.42 | 97.53 | 11.94 | 84.25 | |
| EATA + UniEnt+Backbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 85.18 | 96.97 | 14.28 | 83.67 | |
| EATA + UniEnt+Framework=UniEnt+2026.04 | 85.18 | 96.97 | 14.28 | 83.67 | |
| OSTTABackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 84.44 | 72.74 | 71.66 | 77.02 | |
| OSTTA2026.04 | 84.44 | 72.74 | 77.02 | 65.17 | |
| TENT + ROSETTAFramework=ROSETTA2026.04 | 84.34 | 93.75 | 29.91 | 81.37 | |
| TENT + UniEntBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 84.31 | 92.28 | 36.74 | 80.32 | |
| EATA + UniEntBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 84.31 | 97.15 | 13.25 | 82.99 | |
| TENT + UniEntFramework=UniEnt2026.04 | 84.31 | 92.28 | 36.74 | 80.32 | |
| EATA + UniEntFramework=UniEnt2026.04 | 84.31 | 97.15 | 13.25 | 82.99 | |
| OSTTA + UniEnt+Backbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 84.3 | 97.38 | 11.56 | 59.71 | |
| OSTTA + UniEnt+Framework=UniEnt+2026.04 | 84.3 | 97.38 | 11.56 | 82.91 | |
| BN AdaptRounds of adaptation=102024.04 | 84.2 | 80.4 | 76.84 | 72.13 | |
| BN AdaptBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 84.2 | 80.4 | 76.84 | 72.13 | |
| BN Adapt2026.04 | 84.2 | 80.4 | 76.84 | 72.13 | |
| TENT + UniEnt+Rounds of adaptation=10, Baseline=TENT2024.04 | 84.17 | 88.21 | 30 | 77 | |
| TENT + UniEntRounds of adaptation=10, Baseline=TENT2024.04 | 84.07 | 88.53 | 30.59 | 76.42 | |
| TENT + UniEnt+Backbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 84.03 | 93.18 | 32.74 | 80.62 | |
| TENT + UniEnt+Framework=UniEnt+2026.04 | 84.03 | 93.18 | 32.74 | 80.62 | |
| OSTTARounds of adaptation=102024.04 | 83.83 | 71.93 | 76.12 | 63.9 | |
| OSTTA + UniEntBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 82.46 | 96.2 | 16.37 | 59.75 | |
| OSTTA + UniEntFramework=UniEnt2026.04 | 82.46 | 96.2 | 16.37 | 80.51 | |
| OSTTA + UniEnt+Rounds of adaptation=10, Baseline=OSTTA2024.04 | 82.42 | 90.15 | 52.57 | 71.05 | |
| SourceRounds of adaptation=102024.04 | 81.73 | 77.89 | 79.45 | 68.44 | |
| SourceBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 81.73 | 77.89 | 79.45 | 68.44 | |
| Source2026.04 | 81.73 | 77.89 | 79.45 | 68.44 | |
| EATA + UniEntRounds of adaptation=10, Baseline=EATA2024.04 | 81.22 | 91.05 | 35.66 | 74.52 | |
| EATABackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 80.92 | 84.32 | 71.66 | 72.63 | |
| EATA2026.04 | 80.92 | 84.32 | 71.66 | 72.63 | |
| OSTTA + UniEntRounds of adaptation=10, Baseline=OSTTA2024.04 | 80.74 | 88.94 | 51.48 | 71 | |
| EATA + UniEnt+Rounds of adaptation=10, Baseline=EATA2024.04 | 80.41 | 92.49 | 31.18 | 76.46 | |
| TENTBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 79.38 | 65.39 | 95.94 | 56.73 | |
| TENT2026.04 | 79.38 | 65.39 | 95.94 | 56.73 | |
| ProtoDCSBackbone=ViT-B/162026.02 | 67.98 | 95.59 | 24.03 | 66.71 | |
| CLIP (ViT)Backbone=ViT-B/162026.02 | 66.39 | 81.63 | 63.82 | 13.89 | |
| UniEnt+TPTBackbone=ViT-B/162026.02 | 65 | 82.18 | 70.76 | 56.59 | |
| TPTBackbone=ViT-B/162026.02 | 64.5 | 79.06 | 72.55 | 55.62 | |
| DPEBackbone=ViT-B/162026.02 | 64 | 86.38 | 57.42 | 58.8 | |
| UniEnt+EATABackbone=ViT-B/162026.02 | 62.45 | 90.32 | 38.62 | 59.34 | |
| CLIPArTTBackbone=ViT-B/162026.02 | 62.29 | 80.53 | 67.48 | 54.04 | |
| TENTBackbone=ViT-B/162026.02 | 61.96 | 80.66 | 67.07 | 53.7 | |
| STAMPBackbone=ViT-B/162026.02 | 60.19 | 79.13 | 70.28 | 51.85 | |
| EATABackbone=ViT-B/162026.02 | 59.76 | 79.92 | 67.76 | 52.41 | |
| SARBackbone=ViT-B/162026.02 | 58.97 | 76.59 | 73.91 | 49.81 | |
| TDABackbone=ViT-B/162026.02 | 53.05 | 85.99 | 58.17 | 58.48 | |
| ProtoDCSBackbone=ResNet-502026.02 | 43.45 | 77.63 | 82.34 | 37.12 | |
| CLIP(RN)Backbone=ResNet-502026.02 | 41.17 | 58.91 | 89.44 | 18.34 | |
| EATARounds of adaptation=102024.04 | 40.94 | 64.52 | 88.41 | 29.07 | |
| DPEBackbone=ResNet-502026.02 | 39.83 | 71.71 | 83.04 | 31.44 | |
| COTTARounds of adaptation=102024.04 | 35.9 | 47.27 | 97.52 | 19.95 | |
| TENTRounds of adaptation=102024.04 | 32.61 | 60.86 | 93.24 | 20.86 | |
| TDABackbone=ResNet-502026.02 | 25.17 | 70.84 | 83.91 | 30.77 | |
| TENTBackbone=ResNet-502026.02 | 21.4 | 61.94 | 88.44 | 14.44 | |
| CLIPArTTBackbone=ResNet-502026.02 | 21.38 | 62.35 | 87.79 | 14.44 | |
| TPTBackbone=ResNet-502026.02 | 19.8 | 44.23 | 96.38 | 12.13 | |
| SARBackbone=ResNet-502026.02 | 19.46 | 67.54 | 82.71 | 14.73 | |
| EATABackbone=ResNet-502026.02 | 18.64 | 57.6 | 91.17 | 12.11 | |
| UniEnt+EATABackbone=ResNet-502026.02 | 18.61 | 57.94 | 91.14 | 12.06 | |
| UniEnt+TPTBackbone=ResNet-502026.02 | 13.2 | 43.86 | 99.93 | 7.94 |