Model Merging on 8 Vision tasks (test)
95.8AccuracyIndividual Fine-tuned
Evaluation Results
| Method | Links | |
|---|---|---|
| Individual Fine-tunedModel=ViT-L/14, Setting=anchor2026.05 | 95.8 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=ISO-CTS2026.05 | 95.1 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=ISO-CTS2026.05 | 95 | |
| ISO-CTSModel=ViT-L/14, Setting=anchor2026.05 | 94.8 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=WUDI2026.05 | 94.7 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TSV2026.05 | 94.4 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=Pretrained2026.05 | 94.4 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TSV2026.05 | 94.4 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=WUDI2026.05 | 94.3 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TA2026.05 | 94.2 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=TIES2026.05 | 94.2 | |
| WUDI-MergingModel=ViT-L/14, Setting=anchor2026.05 | 94 | |
| BMMModel=ViT-L/14, Setting=data-free, Anchor=RegMean2026.05 | 94 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TIES2026.05 | 93.1 | |
| TSVModel=ViT-L/14, Setting=anchor2026.05 | 93 | |
| Individual Fine-tunedModel=ViT-B/32, Setting=anchor2026.05 | 92.8 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=TA2026.05 | 92.8 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=RegMean2026.05 | 92.7 | |
| BMMModel=ViT-L/14, Setting=data-assisted, Anchor=Pretrained2026.05 | 92.3 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=ISO-CTS2026.05 | 90.2 | |
| RegMeanModel=ViT-L/14, Setting=anchor2026.05 | 90 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=WUDI2026.05 | 89.4 | |
| EXPERTSModel=ViT-L/14, Data-free=N/A, Fine-tuning Protocol=LoRA2026.04 | 89 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=ISO-CTS2026.05 | 89 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TSV2026.05 | 88.9 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=Pretrained2026.05 | 87.9 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=RegMean2026.05 | 87.9 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TSV2026.05 | 87.8 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=WUDI2026.05 | 87.6 | |
| WUDI-MergingModel=ViT-B/32, Setting=anchor2026.05 | 87 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TA2026.05 | 87 | |
| BMMModel=ViT-B/32, Setting=data-free, Anchor=TIES2026.05 | 87 | |
| TIESModel=ViT-L/14, Setting=anchor2026.05 | 87 | |
| REGMEANModel=ViT-L/14, Data-free=false, Fine-tuning Protocol=LoRA2026.04 | 86.9 | |
| ISO-CTSModel=ViT-B/32, Setting=anchor2026.05 | 86.4 | |
| ACTMATModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 86.1 | |
| TSVModel=ViT-B/32, Setting=anchor2026.05 | 85.9 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TIES2026.05 | 85.7 | |
| TSVModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 85.4 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=RegMean2026.05 | 85.2 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=TA2026.05 | 85 | |
| BMMModel=ViT-B/32, Setting=data-assisted, Anchor=Pretrained2026.05 | 84.8 | |
| TAModel=ViT-L/14, Setting=anchor2026.05 | 84.8 | |
| EXPERTSModel=ViT-B/16, Data-free=N/A, Fine-tuning Protocol=LoRA2026.04 | 84.1 | |
| K-ISO-CModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 83.6 | |
| K-TSVModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 83.4 | |
| TAModel=ViT-L/14, Data-free=false, Fine-tuning Protocol=LoRA2026.04 | 83 | |
| RegMeanModel=ViT-B/32, Setting=anchor2026.05 | 82.3 | |
| EXPERTSModel=ViT-B/32, Data-free=N/A, Fine-tuning Protocol=LoRA2026.04 | 80.7 | |
| REGMEANModel=ViT-B/16, Data-free=false, Fine-tuning Protocol=LoRA2026.04 | 80.3 | |
| ACTMATModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 78.6 | |
| TSVModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 78.4 | |
| TAModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 77.6 | |
| REGMEANModel=ViT-B/32, Data-free=false, Fine-tuning Protocol=LoRA2026.04 | 76.5 | |
| TAModel=ViT-B/16, Data-free=false, Fine-tuning Protocol=LoRA2026.04 | 75.7 | |
| TIESModel=ViT-B/32, Setting=anchor2026.05 | 75.7 | |
| K-ISO-CModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 74.9 | |
| K-TSVModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 74.8 | |
| ACTMATModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 74.6 | |
| TSVModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 73 | |
| AVERAGEModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 72.4 | |
| TAModel=ViT-B/32, Data-free=false, Fine-tuning Protocol=LoRA2026.04 | 70.5 | |
| K-ISO-CModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 70.4 | |
| TAModel=ViT-B/32, Setting=anchor2026.05 | 70.4 | |
| K-TSVModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 69.6 | |
| ISO-CModel=ViT-L/14, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 66.8 | |
| TAModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 66.1 | |
| ZEROSHOTModel=ViT-L/14, Data-free=N/A, Fine-tuning Protocol=LoRA2026.04 | 65.2 | |
| Pretrained BackboneModel=ViT-L/14, Setting=anchor2026.05 | 65.1 | |
| AVERAGEModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 64.3 | |
| ISO-CModel=ViT-B/16, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 57.5 | |
| AVERAGEModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 56.8 | |
| ZEROSHOTModel=ViT-B/16, Data-free=N/A, Fine-tuning Protocol=LoRA2026.04 | 55.5 | |
| TAModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 53.5 | |
| ZEROSHOTModel=ViT-B/32, Data-free=N/A, Fine-tuning Protocol=LoRA2026.04 | 52 | |
| ISO-CModel=ViT-B/32, Data-free=true, Fine-tuning Protocol=LoRA2026.04 | 50.4 | |
| Pretrained BackboneModel=ViT-B/32, Setting=anchor2026.05 | 47.7 |