OOD Detection on Food101
92.63AUROCCLS-M
Evaluation Results
| Method | Links | |
|---|---|---|
| CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 92.63 | |
| CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 92.49 | |
| NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 91.6 | |
| NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 91.49 | |
| MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 91.36 | |
| EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 91.05 | |
| AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 90.85 | |
| LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 89.58 | |
| CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 85.61 | |
| ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 84.03 | |
| ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 83.97 | |
| ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 83.75 | |
| MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 83.55 | |
| GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 83.03 | |
| MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 82.12 | |
| RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 81.51 | |
| VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 80.81 | |
| KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 79.38 | |
| MSP (Disc-Optimized)Model=ViT-L2026.04 | 76.8 | |
| MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 75.59 | |
| VIM (Disc-Optimized)Model=ViT-B2026.04 | 64.7 | |
| MSP (Disc-Optimized)Model=ViT-B2026.04 | 52.4 | |
| VIM (Disc-Optimized)Model=ViT-L2026.04 | 48.3 | |
| MSP (Cls-Preserving)Model=ViT-L2026.04 | 2.3 | |
| VIM (Cls-Preserving)Model=ViT-L2026.04 | 0 | |
| MSP (Cls-Preserving)Model=ViT-B2026.04 | 0 | |
| VIM (Cls-Preserving)Model=ViT-B2026.04 | 0 |