Out-of-Distribution Detection on ImageNet OOD Average (test)
21.1FPR@95DynProto
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 21.1 | 93.7 | |
| DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 28.52 | 92.49 | |
| SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 33.7 | 89 | |
| AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 35.12 | 90.01 | |
| CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 36.01 | 89.29 | |
| LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 37.53 | 89.73 | |
| AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 37.59 | 86.44 | |
| NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 37.9 | 89.15 | |
| ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 39.8 | 88.96 | |
| FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 39.86 | 88.76 | |
| NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 42.88 | 87.06 | |
| OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 43.67 | 86.71 | |
| CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 43.79 | 88.84 | |
| ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 45.52 | 87.69 | |
| LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 45.9 | 85.88 | |
| OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 46.4 | 87.78 | |
| MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 56.65 | 83.36 | |
| EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 65.25 | 83.37 | |
| MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 69.92 | 80.57 |