Semantic Shift Detection on ImageNet-O
18.2Score ASIRC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 18.2 | 95.8 | |
| SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 18.2 | 95.8 | |
| EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 17.7 | 93 | |
| MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 11.8 | 58.4 | |
| KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 11.3 | 55.2 | |
| MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 9.75 | 46.2 | |
| MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 9.7 | 45.9 | |
| EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 8.8 | 57.2 | |
| MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 6.37 | 39.2 | |
| RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 6.21 | 25.3 | |
| Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 5.93 | 23.7 | |
| Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 5.2 | 19.4 | |
| MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 4.94 | 28.5 | |
| KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 4.63 | 26.2 | |
| MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 4.58 | 25.8 | |
| RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 3.82 | 20.1 | |
| Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 3.49 | 17.7 | |
| Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 3.37 | 20.2 |