Semantic Shift Detection on Places
32.9Score AEnergy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 32.9 | 1.13 | |
| SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 32.3 | 1.11 | |
| SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 32.3 | 1.11 | |
| EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 15.8 | 0.545 | |
| MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 15.2 | 0.414 | |
| KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 13.9 | 0.362 | |
| MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 13.4 | 0.343 | |
| MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 12.8 | 0.319 | |
| MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 12.6 | 0.399 | |
| RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 11.5 | 0.267 | |
| Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 10.4 | 0.22 | |
| MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 10.1 | 0.289 | |
| Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 9.76 | 0.195 | |
| RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 8.21 | 0.203 | |
| MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 7.78 | 0.184 | |
| KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 7.7 | 0.18 | |
| Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 7.08 | 0.186 | |
| Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 6.95 | 0.146 |