Selective classification on Avg (all)
0.215AURC (10^-2 Scale)Energy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EnergyBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.215 | 1.15 | |
| SIRCBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.148 | 0.819 | |
| MaxLogitBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.113 | 0.44 | |
| MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.113 | 0.569 | |
| KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0983 | 0.474 | |
| MSPBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0843 | 0.387 | |
| Δ-MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.065 | 0.276 | |
| Δ-KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0589 | 0.225 | |
| RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0567 | 0.2 | |
| Δ-MDS-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0512 | 0.177 | |
| Δ-KNN-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0501 | 0.163 |