Test-time adaptation on ImageNet-C (test)
64.5AccuracyZeroSiam
Evaluation Results
| Method | Links | |
|---|---|---|
| ZeroSiamBackbone=ViT-Base, Mem. (MB)=7,806, Time (s)=113, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 64.5 | |
| SPABackbone=ViT-Base, Mem. (MB)=28,147, Time (s)=275, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 60.3 | |
| REMBackbone=ViT-Base, Mem. (MB)=27,438, Time (s)=346, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 56.9 | |
| TTEBackbone=ViT-Base, Mem. (MB)=8,574, Time (s)=164, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 55.2 | |
| ZeroSiamBackbone=ResNet50-GN, Mem. (MB)=5,584, Time (s)=89, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 46.2 | |
| SPABackbone=ResNet50-GN, Mem. (MB)=21,327, Time (s)=220, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 45 | |
| TTEBackbone=ResNet50-GN, Mem. (MB)=6,303, Time (s)=136, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 40.8 | |
| TentBackbone=ViT-Base, Mem. (MB)=7,760, Time (s)=113, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 30.7 | |
| TentBackbone=ResNet50-GN, Mem. (MB)=5,519, Time (s)=89, Adaptation scenario=blind-spot adaptation, Batch size=64, Hardware=A100 GPU2025.09 | 13.4 |