Model Merging on Sustainability to large-scale tasks 2 tasks
101.2Average Normalized AccuracyDOGE AM
Evaluation Results
| Method | Links | |
|---|---|---|
| DOGE AMBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 101.2 | |
| DOGE AMBackbone=ViT-B/16, Method Category=Test-Time Adaption Methods2025.08 | 99.8 | |
| Layer-wise AdaMergingBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 99.2 | |
| TSV-MBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 98.6 | |
| TSV-MBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 98.3 | |
| RegMean++Backbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 98.1 | |
| RegMeanBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 98 | |
| RegMeanBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 97.9 | |
| Layer-wise AdaMergingBackbone=ViT-B/16, Method Category=Test-Time Adaption Methods2025.08 | 97.9 | |
| DOGE TABackbone=ViT-B/32, Method Category=Data-Free2025.08 | 97.6 | |
| Fisher MergingBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 97.5 | |
| RegMean++Backbone=ViT-B/32, Method Category=Training-Free2025.08 | 97.3 | |
| DOGE TABackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 97.1 | |
| Fisher MergingBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 96 | |
| Iso-CTSBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 95.7 | |
| Iso-CBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 95.4 | |
| Model SoupsBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 94.8 | |
| Model SoupsBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 94.7 | |
| Iso-CTSBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 94.5 | |
| Iso-CBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 94.3 | |
| Task ArithmeticBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 91.4 | |
| Task ArithmeticBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 90.2 | |
| TIES-MergingBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 88.1 | |
| TIES-MergingBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 86.4 |