Out-of-Distribution Detection on ImageNet (ID) vs Textures (OOD) (test)
10.94FPR@95DynProto
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 10.94 | 97.48 | |
| ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 11.97 | 97.6 | |
| CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 12.6 | 97.14 | |
| OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 16.16 | 97.01 | |
| DDEZero-shot=true2026.06 | 20.85 | 95.98 | |
| NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 21.15 | 94.69 | |
| NegRefineZero-shot=true2026.06 | 21.15 | 94.68 | |
| AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 21.76 | 93.01 | |
| AdaNDZero-shot=true2026.06 | 21.76 | 93.01 | |
| LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 22.54 | 94.44 | |
| OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 23.08 | 95.74 | |
| DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 23.46 | 93.8 | |
| SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 25.24 | 95.08 | |
| CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 25.52 | 93.86 | |
| FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 29.5 | 92.93 | |
| AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 31.27 | 94.93 | |
| OODDZero-shot=true2026.06 | 34.09 | 93.19 | |
| AdaNegZero-shot=true2026.06 | 34.34 | 94.55 | |
| LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 42.28 | 90.19 | |
| NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 43.56 | 90.22 | |
| NegLabelZero-shot=true2026.06 | 43.56 | 90.22 | |
| ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 45.83 | 90.45 | |
| EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 52.3 | 86.73 | |
| MCMZero-shot=true2026.06 | 57.77 | 86.11 | |
| MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.04 | 58.35 | 85.83 | |
| MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.04 | 66.15 | 80.46 | |
| Max-LogitZero-shot=true2026.06 | 86.61 | 71.68 | |
| EnergyZero-shot=true2026.06 | 93.65 | 65.56 |