Model Merging on 14-task vision merging scenario (test)
94.3AccuracyIndividual Fine-tuned
Evaluation Results
| Method | Links | |
|---|---|---|
| Individual Fine-tunedModel=ViT-L/14, Setting=anchor2026.05 | 94.3 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=ISO-CTS2026.05 | 92.2 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=ISO-CTS2026.05 | 92.1 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=WUDI2026.05 | 91.7 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TSV2026.05 | 91.6 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TSV2026.05 | 91.3 | |
| ISO-CTSModel=ViT-L/14, Setting=anchor2026.05 | 91 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=WUDI2026.05 | 91 | |
| Individual Fine-tunedModel=ViT-B/32, Setting=anchor2026.05 | 90.9 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=Pretrained2026.05 | 90.9 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TA2026.05 | 90.9 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TIES2026.05 | 90.8 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=RegMean2026.05 | 90.6 | |
| WUDI-MergingModel=ViT-L/14, Setting=anchor2026.05 | 90.5 | |
| TSVModel=ViT-L/14, Setting=anchor2026.05 | 89.1 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TA2026.05 | 88.3 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TIES2026.05 | 88.3 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=RegMean2026.05 | 88.2 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=Pretrained2026.05 | 88 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=ISO-CTS2026.05 | 85.5 | |
| RegMeanModel=ViT-L/14, Setting=anchor2026.05 | 85.5 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=WUDI2026.05 | 84.6 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TSV2026.05 | 84.3 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=ISO-CTS2026.05 | 84.3 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=RegMean2026.05 | 82.9 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TSV2026.05 | 82.8 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=Pretrained2026.05 | 82.7 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TA2026.05 | 82.4 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TIES2026.05 | 82.3 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=WUDI2026.05 | 81.7 | |
| ISO-CTSModel=ViT-B/32, Setting=anchor2026.05 | 81.5 | |
| WUDI-MergingModel=ViT-B/32, Setting=anchor2026.05 | 80.5 | |
| TIESModel=ViT-L/14, Setting=anchor2026.05 | 80.2 | |
| TSVModel=ViT-B/32, Setting=anchor2026.05 | 79.9 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TIES2026.05 | 79.7 | |
| TAModel=ViT-L/14, Setting=anchor2026.05 | 79.4 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TA2026.05 | 79.2 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=RegMean2026.05 | 79.1 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=Pretrained2026.05 | 78.9 | |
| RegMeanModel=ViT-B/32, Setting=anchor2026.05 | 76.6 | |
| Pretrained BackboneModel=ViT-L/14, Setting=anchor2026.05 | 68.5 | |
| TIESModel=ViT-B/32, Setting=anchor2026.05 | 68.2 | |
| TAModel=ViT-B/32, Setting=anchor2026.05 | 65.2 | |
| Pretrained BackboneModel=ViT-B/32, Setting=anchor2026.05 | 56.9 |