OOD Detection on ImageNet100 (ID) vs SUN (OOD) (test)
3.3FPR@95DynProto
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynProtoBackbone=CLIP-B/162026.04 | 3.3 | 99.31 | |
| CSPBackbone=CLIP-B/162026.04 | 4.54 | 98.8 | |
| LoCoOpBackbone=CLIP-B/162026.04 | 10.23 | 98.03 | |
| NegLabelBackbone=CLIP-B/162026.04 | 11.54 | 97.89 | |
| CoOpBackbone=CLIP-B/162026.04 | 13.06 | 97.42 | |
| FABackbone=CLIP-B/162026.04 | 13.35 | 97.34 | |
| EIHFBackbone=ResNet-502026.05 | 23.83 | 95.52 | |
| SSD+Backbone=ResNet-502026.05 | 30.34 | 93.06 | |
| MCMBackbone=CLIP-B/162026.04 | 36.48 | 94.64 | |
| AdaNDBackbone=CLIP-B/162026.04 | 37.31 | 89.86 | |
| DPLBackbone=ResNet-502026.05 | 38.7 | 93.95 | |
| KNN+Backbone=ResNet-502026.05 | 41.85 | 92.25 | |
| CIDERBackbone=ResNet-502026.05 | 42.26 | 92.84 | |
| PALMBackbone=ResNet-502026.05 | 42.37 | 93.2 |