Semantic Shift Detection on iNaturalist
32.7Detection Score ASIRC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 32.7 | 1.12 | |
| SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 32.7 | 1.12 | |
| EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 28.1 | 0.935 | |
| EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 14.5 | 0.487 | |
| MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 14.1 | 0.37 | |
| KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 13.2 | 0.334 | |
| MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 11.9 | 0.282 | |
| MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 11.7 | 0.273 | |
| MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 10.8 | 0.319 | |
| RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 10 | 0.205 | |
| Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 9.42 | 0.181 | |
| Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 8.6 | 0.148 | |
| MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 8.46 | 0.214 | |
| RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 6.92 | 0.145 | |
| KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 6.7 | 0.135 | |
| MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 6.64 | 0.133 | |
| Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 5.64 | 0.13 | |
| Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 5.63 | 0.087 |