Semantic Shift Detection on SUN
33.2Metric AEnergy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 33.2 | 114 | |
| SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 30.2 | 102 | |
| SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 30.2 | 102 | |
| MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 14.8 | 39.8 | |
| EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 14.5 | 48.4 | |
| KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 13.9 | 36 | |
| MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 12.6 | 31.1 | |
| MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 12.2 | 29.3 | |
| MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 11.5 | 34.9 | |
| RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 11.2 | 25.4 | |
| Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 10.6 | 22.8 | |
| Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 9.69 | 19.2 | |
| MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 9.29 | 25.1 | |
| RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 8.25 | 20.5 | |
| KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 7.43 | 16.8 | |
| MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 7.41 | 16.7 | |
| Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 6.9 | 18.7 | |
| Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 6.72 | 13.6 |