Selective Classification on ImageNet V2
1.03NAURCSIRC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SIRCBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 1.03 | — | 1,710 | |
| EnergyBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.882 | — | 1,490 | |
| MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.672 | — | 1,170 | |
| KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.618 | — | 1,090 | |
| EnergyBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.589 | 7.58 | — | |
| MSPBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.521 | — | 939 | |
| MaxLogitBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.518 | — | 935 | |
| MaxLogitBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.379 | 5.16 | — | |
| MDSBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.307 | 4.32 | — | |
| KNNBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.306 | 4.31 | — | |
| SIRCBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.299 | 4.23 | — | |
| MSPBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.266 | 3.85 | — | |
| Δ-MDSBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.26 | — | 543 | |
| RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.25 | — | 527 | |
| Δ-KNNBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.231 | — | 499 | |
| Δ-MDS-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.2 | — | 452 | |
| Δ-KNNBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.191 | 2.99 | — | |
| Δ-KNN-RLogBackbone=DFN CLIP, Evaluation=Zero-shot2025.05 | 0.19 | — | 436 | |
| Δ-MDSBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.183 | 2.9 | — | |
| RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.168 | 2.72 | — | |
| Δ-KNN-RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.165 | 2.69 | — | |
| Δ-MDS-RLogBackbone=EVA, Protocol=Supervised learning, Coverage=Full2025.05 | 0.158 | 2.61 | — |