Model Merging on 20-task vision merging scenario (test)
94.7AccuracyIndividual Fine-tuned
Evaluation Results
| Method | Links | |
|---|---|---|
| Individual Fine-tunedModel=ViT-L/14, Setting=anchor2026.05 | 94.7 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=ISO-CTS2026.05 | 91.5 | |
| Individual Fine-tunedModel=ViT-B/32, Setting=anchor2026.05 | 91.3 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=ISO-CTS2026.05 | 91.1 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TSV2026.05 | 90.9 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=WUDI2026.05 | 90.8 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TSV2026.05 | 90.3 | |
| ISO-CTSModel=ViT-L/14, Setting=anchor2026.05 | 90.1 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=Pretrained2026.05 | 89.8 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=WUDI2026.05 | 89.7 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TA2026.05 | 89.6 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TIES2026.05 | 89.5 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=RegMean2026.05 | 89.4 | |
| WUDI-MergingModel=ViT-L/14, Setting=anchor2026.05 | 88.4 | |
| TSVModel=ViT-L/14, Setting=anchor2026.05 | 87.7 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TIES2026.05 | 86.4 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TA2026.05 | 86.2 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=RegMean2026.05 | 86.2 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=Pretrained2026.05 | 86 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=ISO-CTS2026.05 | 82.8 | |
| RegMeanModel=ViT-L/14, Setting=anchor2026.05 | 82.8 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=WUDI2026.05 | 82.2 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TSV2026.05 | 82 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=ISO-CTS2026.05 | 81.5 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=Pretrained2026.05 | 80 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=RegMean2026.05 | 79.7 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TSV2026.05 | 79.7 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TIES2026.05 | 79.2 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TA2026.05 | 78.4 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=WUDI2026.05 | 78 | |
| ISO-CTSModel=ViT-B/32, Setting=anchor2026.05 | 77.6 | |
| TSVModel=ViT-B/32, Setting=anchor2026.05 | 76.9 | |
| TIESModel=ViT-L/14, Setting=anchor2026.05 | 76.7 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TIES2026.05 | 76.3 | |
| WUDI-MergingModel=ViT-B/32, Setting=anchor2026.05 | 76.1 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=RegMean2026.05 | 75.9 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=Pretrained2026.05 | 75.6 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TA2026.05 | 75.5 | |
| TAModel=ViT-L/14, Setting=anchor2026.05 | 74 | |
| RegMeanModel=ViT-B/32, Setting=anchor2026.05 | 72.2 | |
| Pretrained BackboneModel=ViT-L/14, Setting=anchor2026.05 | 65.4 | |
| TIESModel=ViT-B/32, Setting=anchor2026.05 | 64 | |
| TAModel=ViT-B/32, Setting=anchor2026.05 | 60.4 | |
| Pretrained BackboneModel=ViT-B/32, Setting=anchor2026.05 | 55.7 |