Selective Classification on Avg 1K
0.248AURC (Scale 10^-2)Energy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EnergyBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.248 | 1.09 | |
| SIRCBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.1905 | 0.913 | |
| MaxLogitBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.139 | 0.502 | |
| MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.139 | 0.619 | |
| KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.131 | 0.567 | |
| MSPBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.115 | 0.479 | |
| Δ-MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0781 | 0.263 | |
| RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0739 | 0.239 | |
| Δ-KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0732 | 0.235 | |
| Δ-MDS-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0651 | 0.193 | |
| Δ-KNN-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0643 | 0.187 |