Open-set Test-time Adaptation on CIFAR-100-C (test)
65.17AccuracyTENT + UniEnt
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TENT + UniEntBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 65.17 | 80.51 | 51.14 | 56.26 | |
| EATA + UniEnt+Backbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 65.17 | 95.42 | 20.59 | 58.19 | |
| EATA + ROSETTAFramework=ROSETTA2026.04 | 61.76 | 94.61 | 25.04 | 60.21 | |
| OSTTABackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 60.63 | 82.75 | 70.58 | 51.35 | |
| EATA2026.04 | 60.63 | 88.64 | 50.18 | 57.24 | |
| OSTTA + ROSETTAFramework=ROSETTA2026.04 | 60.06 | 93.06 | 31.44 | 58.02 | |
| TENT + UniEnt+Backbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 60.03 | 82.91 | 41.09 | 56.36 | |
| OSTTA2026.04 | 60.03 | 75.37 | 82.75 | 51.35 | |
| OSTTA + UniEntBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 59.75 | 95.52 | 19.66 | 57.28 | |
| EATA + UniEntFramework=UniEnt2026.04 | 59.75 | 93.42 | 30.36 | 57.99 | |
| OSTTA + UniEnt+Backbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 59.71 | 96.4 | 16.08 | 57.69 | |
| EATA + UniEnt+Framework=UniEnt+2026.04 | 59.71 | 94.23 | 26.87 | 58.19 | |
| TENT + ROSETTAFramework=ROSETTA2026.04 | 59.39 | 91.54 | 37.3 | 56.86 | |
| TENT + UniEntFramework=UniEnt2026.04 | 59.07 | 89.28 | 51.14 | 56.26 | |
| EATA + UniEntBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 58.93 | 94.84 | 22.95 | 57.99 | |
| OSTTA + UniEnt+Framework=UniEnt+2026.04 | 58.93 | 95.42 | 20.59 | 57.69 | |
| EATABackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 58.69 | 75.37 | 72.24 | 57.24 | |
| OSTTA + UniEntFramework=UniEnt2026.04 | 58.69 | 94.84 | 22.95 | 57.28 | |
| TENT + UniEnt+Framework=UniEnt+2026.04 | 58.58 | 91.39 | 41.09 | 56.36 | |
| EATA + UniEnt+Rounds of adaptation=10, Baseline=EATA2024.04 | 58.02 | 82.47 | 7.92 | 57.47 | |
| OSTTA + UniEnt+Rounds of adaptation=10, Baseline=OSTTA2024.04 | 58.02 | 90.15 | 17.33 | 56.32 | |
| TENT + UniEntRounds of adaptation=10, Baseline=TENT2024.04 | 57.93 | 77.87 | 46.18 | 55.67 | |
| TENT + UniEnt+Rounds of adaptation=10, Baseline=TENT2024.04 | 57.92 | 77.75 | 45.1 | 55.59 | |
| OSTTARounds of adaptation=102024.04 | 57.39 | 56.13 | 82.47 | 44.85 | |
| BN AdaptRounds of adaptation=102024.04 | 57.16 | 72.45 | 84.28 | 47.09 | |
| BN AdaptBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 57.16 | 72.45 | 84.29 | 47.1 | |
| BN Adapt2026.04 | 57.16 | 72.45 | 84.29 | 47.1 | |
| EATA + UniEntRounds of adaptation=10, Baseline=EATA2024.04 | 57.07 | 81.22 | 5.85 | 56.7 | |
| OSTTA + UniEntRounds of adaptation=10, Baseline=OSTTA2024.04 | 57.07 | 88.94 | 21.15 | 49.61 | |
| COTTABackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 56.46 | 77.04 | 80.96 | 48.95 | |
| CoTTA2026.04 | 56.46 | 77.04 | 80.96 | 48.95 | |
| TENTBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 54.74 | 65 | 94.79 | 42.24 | |
| TENT2026.04 | 54.74 | 65 | 94.79 | 42.24 | |
| SourceRounds of adaptation=102024.04 | 53.25 | 60.55 | 94.98 | 39.87 | |
| SourceBackbone=WideResNet-40-2, Pre-training=AugMix2024.04 | 53.25 | 60.55 | 94.98 | 39.87 | |
| Source2026.04 | 53.25 | 60.55 | 94.98 | 39.87 | |
| EATARounds of adaptation=102024.04 | 48.75 | 57.39 | 80.83 | 41.27 | |
| ProtoDCSBackbone=ViT-B/162026.02 | 37.62 | 76.7 | 74.97 | 33.48 | |
| TENTRounds of adaptation=102024.04 | 37.49 | 53.73 | 95.07 | 25.02 | |
| DPEBackbone=ViT-B/162026.02 | 37.35 | 74.01 | 77.01 | 30.66 | |
| CLIP (ViT)Backbone=ViT-B/162026.02 | 37.14 | 55.42 | 91.4 | 18.87 | |
| UniEnt+TPTBackbone=ViT-B/162026.02 | 35.11 | 36.2 | 93.5 | 24.08 | |
| UniEnt+EATABackbone=ViT-B/162026.02 | 34.57 | 71.2 | 78.33 | 27.14 | |
| TPTBackbone=ViT-B/162026.02 | 34.39 | 42.18 | 87.9 | 23.89 | |
| CLIPArTTBackbone=ViT-B/162026.02 | 34.23 | 66.84 | 85.63 | 25.65 | |
| TENTBackbone=ViT-B/162026.02 | 33.03 | 67.45 | 86.26 | 25.08 | |
| EATABackbone=ViT-B/162026.02 | 32.16 | 66.55 | 86.04 | 24.21 | |
| STAMPBackbone=ViT-B/162026.02 | 32.06 | 65.95 | 86.63 | 23.87 | |
| TDABackbone=ViT-B/162026.02 | 27.14 | 73.39 | 77.56 | 30.27 | |
| SARBackbone=ViT-B/162026.02 | 25.15 | 54.69 | 89.12 | 14.11 | |
| COTTARounds of adaptation=102024.04 | 13.34 | 48.34 | 91.61 | 8.19 |