Selective Classification on ImageNet-C
11.1AURCEnergy
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EnergyBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 11.1 | 0.474 | |
| MaxLogitBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 7.98 | 0.301 | |
| SIRCBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 6.84 | 0.24 | |
| MDSBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 6.8 | 0.236 | |
| KNNBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 6.77 | 0.234 | |
| MSPBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 6.41 | 0.215 | |
| Δ-KNNBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 5.74 | 0.177 | |
| RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 5.5 | 0.163 | |
| Δ-MDSBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 5.5 | 0.164 | |
| Δ-KNN-RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 5.38 | 0.157 | |
| Δ-MDS-RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 5.12 | 0.143 | |
| EnergyBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.492 | 1.59 | |
| SIRCBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.221 | 0.612 | |
| MaxLogitBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.177 | 0.423 | |
| MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.176 | 0.426 | |
| KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.167 | 0.389 | |
| MSPBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.151 | 0.328 | |
| RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.126 | 0.226 | |
| Δ-MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.125 | 0.224 | |
| Δ-KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.121 | 0.207 | |
| Δ-KNN-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.113 | 0.175 | |
| Δ-MDS-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.111 | 0.17 |