Out-of-distribution Detection on OpenOOD ImageNet-1K ID (Near-OOD)
85.8AUROCOnline Prototype Learning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Online Prototype LearningMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 85.8 | 52.86 | |
| LAPTMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 82.63 | 58.94 | |
| AugMix + ASHMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 82.16 | — | |
| SCALEMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 81.36 | — | |
| RMDSMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 80.09 | — | |
| AugMix + ReActMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 79.94 | — | |
| GENMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.05 | 78.97 | — | |
| AdaNeg+NeglabelMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 76.7 | 67.51 | |
| NegLabelMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 75.18 | 69.45 | |
| MCMMode=Zero-Shot Training-free Methods, Resolution=224x2242026.05 | 60.11 | 79.02 |