Test-time adaptation on ImageNet-3DCC 50k severity level 5 (test)
1.2Bit ErrorTENT
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TENTBackbone=ViT-Base, Pre-training strategy=supervised pretraining, Adaptation Protocol=Test-time adaptation2026.03 | 1.2 | 64.1 | 68.2 | 52.1 | 7.5 | 56.1 | 60.7 | 65.6 | 70.3 | 76.2 | 56.4 | 61.2 | 53.3 | |
| DPALBackbone=ViT-Base, Pre-training strategy=supervised pretraining, Adaptation Protocol=Test-time adaptation2026.03 | 13.1 | 64.2 | 68.3 | 53.7 | 43.4 | 57 | 61.2 | 65.8 | 70 | 75.8 | 56.6 | 61.7 | 57.6 | |
| SARBackbone=ViT-Base, Pre-training strategy=supervised pretraining, Adaptation Protocol=Test-time adaptation2026.03 | 13.8 | 64.7 | 68.7 | 54.3 | 41.4 | 57.1 | 61.4 | 66.3 | 70.8 | 76.4 | 57.8 | 62.5 | 57.9 | |
| IMSEBackbone=ViT-Base, Pre-training strategy=supervised pretraining, Adaptation Protocol=Test-time adaptation2026.03 | 15.5 | 65 | 70.1 | 55.2 | 44.5 | 58.1 | 62.2 | 67.3 | 71.6 | 77.1 | 58.9 | 63.9 | 59.1 | |
| SourceBackbone=ViT-Base, Pre-training strategy=supervised pretraining, Adaptation Protocol=Test-time adaptation2026.03 | 20.3 | 53.1 | 61.7 | 47.3 | 39.4 | 52.8 | 57.3 | 59.1 | 56.3 | 70.5 | 43.2 | 47.4 | 50.7 |