Semantic Shift Detection on ImageNet-O, iNaturalist, SUN, and Places Average
0.284Avg Score (A)SIRC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SIRCBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.284 | 1.05 | |
| SIRCBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.284 | 1.05 | |
| EnergyBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.28 | 1.03 | |
| MDSBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.14 | 0.442 | |
| EnergyBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.134 | 0.522 | |
| KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.131 | 0.402 | |
| MaxLogitBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.119 | 0.35 | |
| MSPBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.116 | 0.336 | |
| MaxLogitBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.103 | 0.365 | |
| RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.0973 | 0.245 | |
| Δ-KNNBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.0909 | 0.217 | |
| Δ-KNN-RLogBackbone=DFN CLIP, ID Distribution=ImageNet-1K2025.05 | 0.0831 | 0.182 | |
| MSPBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.082 | 0.26 | |
| RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.068 | 0.189 | |
| KNNBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.0662 | 0.186 | |
| MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.066 | 0.186 | |
| Δ-MDS-RLogBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.0575 | 0.176 | |
| Δ-MDSBackbone=EVA, ID Distribution=ImageNet-1K2025.05 | 0.057 | 0.137 |