OOD Detection on FGVCAircraft
99AUROCVIM (Disc-Optimized)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VIM (Disc-Optimized)Model=ViT-B2026.04 | 99 | — | |
| VIM (Disc-Optimized)Model=ViT-L2026.04 | 95.4 | — | |
| MSP (Disc-Optimized)Model=ViT-L2026.04 | 94 | — | |
| MSP (Disc-Optimized)Model=ViT-B2026.04 | 88.5 | — | |
| MixOE-lineAuxiliary Outlier Data=true2026.06 | 84.1 | 27.5 | |
| MixOE-cutAuxiliary Outlier Data=true2026.06 | 82.7 | 29.4 | |
| DFDNet (MSP)Auxiliary Outlier Data=false2026.06 | 82.5 | 24.7 | |
| DFDNet (MixOE-cut)Auxiliary Outlier Data=true2026.06 | 82 | 30.6 | |
| RotationAuxiliary Outlier Data=false2026.06 | 80.9 | 21.6 | |
| OE-MAuxiliary Outlier Data=true2026.06 | 80.8 | 18.3 | |
| EnergyOEAuxiliary Outlier Data=true2026.06 | 80.8 | 22.4 | |
| MSPAuxiliary Outlier Data=false2026.06 | 80.7 | 21.4 | |
| OEAuxiliary Outlier Data=true2026.06 | 80.5 | 20.1 | |
| ODINAuxiliary Outlier Data=false2026.06 | 79.8 | 20.4 | |
| EnergyAuxiliary Outlier Data=false2026.06 | 79.4 | 20.3 | |
| ScaleAuxiliary Outlier Data=false2026.06 | 79.4 | 12 | |
| RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 77.28 | — | |
| PRO-MSPAuxiliary Outlier Data=false2026.06 | 77.1 | 15.8 | |
| VIMAuxiliary Outlier Data=false2026.06 | 75.3 | 7.3 | |
| CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 74.28 | — | |
| EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 71.61 | — | |
| NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 70.19 | — | |
| AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 69.59 | — | |
| MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 68.92 | — | |
| KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 68.52 | — | |
| CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 66.79 | — | |
| MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 64.57 | — | |
| VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 61.07 | — | |
| ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 51.28 | — | |
| ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 50.46 | — | |
| NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 46.9 | — | |
| GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 44.44 | — | |
| CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 44.2 | — | |
| ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 42.89 | — | |
| MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 42.36 | — | |
| LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 37.23 | — | |
| MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 28.07 | — | |
| MSP (Cls-Preserving)Model=ViT-L2026.04 | 21.5 | — | |
| VIM (Cls-Preserving)Model=ViT-L2026.04 | 0 | — | |
| MSP (Cls-Preserving)Model=ViT-B2026.04 | 0 | — | |
| VIM (Cls-Preserving)Model=ViT-B2026.04 | 0 | — |