Image Classification on OOD 6 tasks (test)
83.7AccuracyaTLAS
Evaluation results
| Method | Links | |
|---|---|---|
| aTLASBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=16 shot2025.02 | 83.7 | |
| aTLASsubsampleBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=16 shot2025.02 | 83.5 | |
| aTLAS≥0Backbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=16 shot2025.02 | 83.3 | |
| AEBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=16 shot2025.02 | 83 | |
| aTLAS≥0subsampleBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=16 shot2025.02 | 83 | |
| RandSelectBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=16 shot2025.02 | 82.9 | |
| PCABackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=16 shot2025.02 | 82.9 | |
| AEBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=16 shot2025.02 | 82.8 | |
| RandSelectBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=16 shot2025.02 | 82.7 | |
| aTLASBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=2 shot2025.02 | 82.6 | |
| aTLAS≥0Backbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=2 shot2025.02 | 82.5 | |
| AEBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=2 shot2025.02 | 82.2 | |
| PCABackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=16 shot2025.02 | 82.2 | |
| RandSelectBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=2 shot2025.02 | 82.1 | |
| RandSelectBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=2 shot2025.02 | 82.1 | |
| aTLAS≥0subsampleBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=2 shot2025.02 | 82 | |
| AEBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=2 shot2025.02 | 82 | |
| aTLASsubsampleBackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=2 shot2025.02 | 81.9 | |
| PCABackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Unconstrained, Shots=2 shot2025.02 | 81.7 | |
| PCABackbone=ViT-B/32, Number of basis vectors (M)=50%, Merging coefficient constraint=Nonnegative, Shots=2 shot2025.02 | 81.6 |