OOD detection on Stanford Cars
99.99AUROCNegLabel
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NegLabelZero-shot=true2025.09 | 99.99 | 1 | — | |
| ANTSZero-shot=true2025.09 | 99.99 | 0 | — | |
| CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 95.49 | — | — | |
| CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 95.35 | — | — | |
| EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 93.86 | — | — | |
| MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 93.84 | — | — | |
| CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 90.63 | — | — | |
| NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 89.79 | — | — | |
| ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 88.18 | — | — | |
| GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 87.5 | — | — | |
| ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 87.36 | — | — | |
| ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 87.31 | — | — | |
| MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 86.99 | — | — | |
| RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 86.7 | — | — | |
| NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 86.39 | — | — | |
| VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 84.87 | — | — | |
| MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 84.72 | — | — | |
| AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 83.71 | — | — | |
| LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 82.9 | — | — | |
| MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 62.88 | — | — | |
| KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 40.12 | — | — | |
| MSP (Cls-Preserving)Model=ViT-L2026.04 | — | — | 40.3 | |
| MSP (Cls-Preserving)Model=ViT-B2026.04 | — | — | 1.5 | |
| MSP (Disc-Optimized)Model=ViT-L2026.04 | — | — | 96 | |
| MSP (Disc-Optimized)Model=ViT-B2026.04 | — | — | 99.8 | |
| VIM (Cls-Preserving)Model=ViT-L2026.04 | — | — | 0.1 | |
| VIM (Cls-Preserving)Model=ViT-B2026.04 | — | — | 0 | |
| VIM (Disc-Optimized)Model=ViT-L2026.04 | — | — | 99 | |
| VIM (Disc-Optimized)Model=ViT-B2026.04 | — | — | 99.9 |