Selective Classification on ObjectNet (ON)
0.333AURCEnergy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EnergyBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.333 | 1.43 | |
| MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.164 | 0.624 | |
| SIRCBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.151 | 0.564 | |
| MaxLogitBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.124 | 0.437 | |
| KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.114 | 0.39 | |
| Δ-MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0963 | 0.304 | |
| MSPBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0887 | 0.268 | |
| Δ-KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0852 | 0.252 | |
| RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0773 | 0.214 | |
| Δ-KNN-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0714 | 0.186 | |
| Δ-MDS-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0713 | 0.185 |