Out-of-Distribution Detection on ImageNet (ID) vs iNaturalist OOD (test)
0.47FPR@95DDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DDEZero-shot=true2026.06 | 0.47 | 99.83 | |
| OODDZero-shot=true2026.06 | 0.51 | 99.74 | |
| AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 0.59 | 99.71 | |
| AdaNegZero-shot=true2026.06 | 0.59 | 98.71 | |
| DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 1.22 | 99.64 | |
| NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 1.51 | 99.57 | |
| NegRefineZero-shot=true2026.06 | 1.51 | 99.57 | |
| CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 1.54 | 99.6 | |
| NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 1.91 | 99.49 | |
| NegLabelZero-shot=true2026.06 | 1.91 | 99.49 | |
| SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 1.97 | 99.43 | |
| DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 2.14 | 99.48 | |
| AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 4.19 | 98.91 | |
| AdaNDZero-shot=true2026.06 | 4.19 | 98.91 | |
| OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 7.13 | 98.71 | |
| ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 11.49 | 97.87 | |
| LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 12.26 | 97.56 | |
| FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 14.49 | 96.48 | |
| LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 16.05 | 96.86 | |
| CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 16.08 | 96.9 | |
| OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 16.79 | 96.88 | |
| ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 19.55 | 96.39 | |
| MCMZero-shot=true2026.06 | 30.91 | 94.61 | |
| MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 31.95 | 94.16 | |
| MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 52.73 | 88.42 | |
| EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 53.96 | 90.59 | |
| Max-LogitZero-shot=true2026.06 | 61.66 | 89.31 | |
| EnergyZero-shot=true2026.06 | 81.08 | 85.09 |