Out-of-Distribution Detection on ImageNet-1K (ID) vs Textures (OOD) (test)
5.43FPR95WOODS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WOODSBackbone=ResNet-50, InD Dataset=ImageNet-1k2025.10 | 5.43 | 98.89 | |
| MedixBackbone=ResNet-50, InD Dataset=ImageNet-1k2025.10 | 7.53 | 97.98 | |
| ASH-S+DCACArchitecture=ResNet502026.01 | 11.7 | 97.74 | |
| ASH-SArchitecture=ResNet502026.01 | 11.97 | 97.6 | |
| CoEvoNegLabelEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 12.42 | 97.48 | |
| CADRefArchitecture=ResNet502026.01 | 12.6 | 97.14 | |
| CoEvoCSPEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 12.78 | 97.38 | |
| OODDArchitecture=ResNet502026.01 | 16.16 | 97.01 | |
| DDCSArchitecture=ResNet502026.01 | 18.4 | 95.77 | |
| CSP+DCACArchitecture=CLIP-B/162026.01 | 20.62 | 95.27 | |
| AdaNDArchitecture=CLIP-B/162026.01 | 21.76 | 93.01 | |
| LINEArchitecture=ResNet502026.01 | 22.54 | 94.44 | |
| OptFSArchitecture=ResNet502026.01 | 23.08 | 95.74 | |
| CSPArchitecture=CLIP-B/162026.01 | 25.52 | 93.86 | |
| CSPEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 25.52 | 93.86 | |
| OODDArchitecture=CLIP-B/162026.01 | 30.69 | 93.27 | |
| AdaNegEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 31.27 | 94.93 | |
| NegPromptEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 35.21 | 91.6 | |
| LAPTEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 40.32 | 91.06 | |
| CLIPNEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 40.83 | 90.93 | |
| OSPCoOpArchitecture=CLIP-B/162026.01 | 41.26 | 91.13 | |
| SCTArchitecture=CLIP-B/162026.01 | 41.51 | 89.06 | |
| LoCoOpEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 42.28 | 90.19 | |
| NegLabelEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 43.56 | 90.22 | |
| ReActArchitecture=ResNet502026.01 | 45.83 | 90.45 | |
| NPOSEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 46.12 | 88.8 | |
| CMAArchitecture=CLIP-B/162026.01 | 51.26 | 87 | |
| EnergyArchitecture=ResNet502026.01 | 52.3 | 86.73 | |
| EnergyEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 57.61 | 86.76 | |
| MCMArchitecture=CLIP-B/162026.01 | 58.35 | 85.83 | |
| MCMEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 58.5 | 86.12 | |
| MSPArchitecture=ResNet502026.01 | 66.15 | 80.46 | |
| MSPEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 71.93 | 79.69 | |
| GradNormEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 79.36 | 70.26 | |
| EnergyEncoder=CLIP ViT-B/16, Method Category=Training-free2026.01 | 93.65 | 65.56 | |
| ZOCEncoder=CLIP ViT-B/16, Method Category=Training-based2026.01 | 98.9 | 76.46 |