Image Classification on Multi-source Vision Suite (EUROSAT, SVHN, GTSRB, RESISC45, DTD) (ViT-B/16, test)
65.96EUROSAT AccuracyTask Arithmetic + GradFix
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Task Arithmetic + GradFixBackbone=ViT-B/16, Setting=Multi-source, Pipeline=Mask-then-Merge2025.10 | 65.96 | 72.97 | 65.8 | 71.3 | 61.01 | 67.41 | |
| TIES-Merging + GradFixBackbone=ViT-B/16, Setting=Multi-task, Pipeline=Merge-then-Mask2025.10 | 65.62 | 72.42 | 62.73 | 71.57 | 57.77 | 66.02 | |
| Task Arithmetic + GradFixBackbone=ViT-B/16, Setting=Multi-task, Pipeline=Merge-then-Mask2025.10 | 65.37 | 72.1 | 59.55 | 71.16 | 57.07 | 65.05 | |
| TIES-Merging + GradFixBackbone=ViT-B/16, Setting=Multi-source, Pipeline=Mask-then-Merge2025.10 | 65.17 | 72.58 | 65.36 | 71.4 | 61.12 | 67.13 | |
| theta_B + delta_A,jBackbone=ViT-B/16, Setting=Multi-task, Pipeline=GradFix Transport2025.10 | 65.07 | 70.19 | 64.33 | 71.42 | 58.51 | 65.9 | |
| Task Arithmetic + GradFixBackbone=ViT-B/16, Setting=Multi-task, Pipeline=Mask-then-Merge2025.10 | 55.9 | 71.56 | 59.65 | 71.4 | 57.66 | 63.23 | |
| TIES-Merging + GradFixBackbone=ViT-B/16, Setting=Multi-task, Pipeline=Mask-then-Merge2025.10 | 50.41 | 64.28 | 54.05 | 69.51 | 57.13 | 59.08 | |
| theta_B + tau_A,jBackbone=ViT-B/16, Setting=Multi-task, Pipeline=Naive Addition2025.10 | 49.58 | 50.84 | 49.31 | 67.87 | 56.27 | 54.77 | |
| theta_B zero-shotBackbone=ViT-B/162025.10 | 49.41 | 50.58 | 48.29 | 67.98 | 55.96 | 54.44 | |
| Task ArithmeticBackbone=ViT-B/16, Setting=Multi-task, Pipeline=Baseline2025.10 | 49.31 | 50.99 | 48.73 | 68.05 | 56.54 | 54.73 | |
| TIES-MergingBackbone=ViT-B/16, Setting=Multi-task, Pipeline=Baseline2025.10 | 49.15 | 50.75 | 48.95 | 67.97 | 56.54 | 54.67 | |
| Task ArithmeticBackbone=ViT-B/16, Setting=Multi-source, Pipeline=Baseline2025.10 | 36.94 | 35.09 | 30.77 | 50.54 | 44.73 | 39.61 | |
| TIES-Merging + GradFixBackbone=ViT-B/16, Setting=Multi-source, Pipeline=Merge-then-Mask2025.10 | 14.46 | 15.94 | 3.09 | 3.35 | 2.66 | 7.9 | |
| TIES-MergingBackbone=ViT-B/16, Setting=Multi-source, Pipeline=Baseline2025.10 | 12.69 | 10.39 | 2.85 | 5.81 | 16.33 | 9.61 | |
| Task Arithmetic + GradFixBackbone=ViT-B/16, Setting=Multi-source, Pipeline=Merge-then-Mask2025.10 | 12.52 | 15.94 | 4.2 | 3.97 | 2.93 | 7.91 |