Model Merging on Sustainability to large-scale tasks
91.4Average Normalized AccuracyDOGE AM
Evaluation Results
| Method | Links | |
|---|---|---|
| DOGE AMBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 91.4 | |
| DOGE AMBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 90.7 | |
| Iso-CTSBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 90.4 | |
| TSV-MBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 90 | |
| RegMean++Backbone=ViT-B/32, Method Category=Training-Free2025.08 | 89.7 | |
| Iso-CBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 89.4 | |
| RegMean++Backbone=ViT-B/32, Method Category=Training-Free2025.08 | 88.7 | |
| RegMeanBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 88.3 | |
| Layer-wise AdaMergingBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 87.3 | |
| TSV-MBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 87.1 | |
| Layer-wise AdaMergingBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 86.9 | |
| RegMeanBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 86.7 | |
| DOGE TABackbone=ViT-B/32, Method Category=Data-Free2025.08 | 86.4 | |
| Iso-CTSBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 84.4 | |
| Iso-CBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 81.4 | |
| DOGE TABackbone=ViT-B/32, Method Category=Data-Free2025.08 | 79.8 | |
| TIES-MergingBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 78.2 | |
| Fisher MergingBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 76.6 | |
| Model SoupsBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 75.3 | |
| Fisher MergingBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 73.8 | |
| TIES-MergingBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 73 | |
| Model SoupsBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 71.9 | |
| Task ArithmeticBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 65.4 | |
| Task ArithmeticBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 53.4 |