Selective classification on ImageNet-Sketch
0.208AURC (10^-2 Scale)Energy
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EnergyBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.208 | 0.975 | |
| SIRCBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.207 | 0.968 | |
| MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.152 | 0.68 | |
| KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.141 | 0.619 | |
| MSPBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.123 | 0.524 | |
| MaxLogitBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.123 | 0.525 | |
| Δ-MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0828 | 0.311 | |
| Δ-KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0755 | 0.272 | |
| RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0684 | 0.234 | |
| Δ-MDS-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0627 | 0.204 | |
| Δ-KNN-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.0613 | 0.196 |