Out-of-Distribution Detection on ImageNet (ID) vs Places (OOD) (test)
10.27FPR@95SynOOD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 10.27 | 97.8 | |
| DDEZero-shot=true2026.06 | 14.42 | 96.78 | |
| DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 18.53 | 95.45 | |
| AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 20.95 | 94.55 | |
| AdaNDZero-shot=true2026.06 | 20.95 | 94.55 | |
| LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 28.52 | 92.85 | |
| OODDZero-shot=true2026.06 | 28.68 | 93.77 | |
| CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 29.32 | 92.9 | |
| FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 31.09 | 92.44 | |
| AdaNegZero-shot=true2026.06 | 31.27 | 94.93 | |
| DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 31.53 | 91.9 | |
| LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 32.87 | 91.98 | |
| ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 33.45 | 91.93 | |
| AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 34.34 | 94.55 | |
| NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 35.59 | 91.64 | |
| NegLabelZero-shot=true2026.06 | 35.59 | 91.64 | |
| NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 39.1 | 90.42 | |
| NegRefineZero-shot=true2026.06 | 39.1 | 90.41 | |
| ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 39.83 | 90.98 | |
| MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 42.98 | 90.1 | |
| MCMZero-shot=true2026.06 | 44.69 | 89.77 | |
| OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 44.78 | 90.42 | |
| CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 51.12 | 87.8 | |
| OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 53.59 | 87.13 | |
| Max-LogitZero-shot=true2026.06 | 63.67 | 85.95 | |
| EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 65.43 | 84.12 | |
| MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 71.59 | 80.63 | |
| EnergyZero-shot=true2026.06 | 75.08 | 83.38 |