Image Classification on Evaluation suite (ID)
93Average AccuracyDOGE AM
Evaluation Results
| Method | Links | |
|---|---|---|
| DOGE AMBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.08 | 93 | |
| Iso-CTSBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 92.8 | |
| Iso-CBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 92.4 | |
| RegMean++Backbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 91.9 | |
| Layer-wise AdaMergingBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.08 | 91.8 | |
| RegMeanBackbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 91.5 | |
| TSV-MBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 91.3 | |
| DOGE TABackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 89.8 | |
| DOGE AMBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.08 | 89.6 | |
| RegMean++Backbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 88.9 | |
| TSV-MBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 88.2 | |
| Iso-CTSBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 88.1 | |
| RegMeanBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 88 | |
| Iso-CBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 87.8 | |
| DOGE AMBackbone=ViT-B/32, Method Category=Test-Time Adaptation2025.08 | 87.4 | |
| Layer-wise AdaMergingBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.08 | 87.2 | |
| DOGE TABackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 86.5 | |
| RegMean++Backbone=ViT-B/32, Method Category=Training-Free Methods2025.08 | 86.2 | |
| TSV-MBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 84.8 | |
| Task ArithmeticBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 84.7 | |
| TIES-MergingBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 84.7 | |
| RegMeanBackbone=ViT-B/32, Method Category=Training-Free Methods2025.08 | 84.6 | |
| Layer-wise AdaMergingBackbone=ViT-B/32, Method Category=Test-Time Adaptation2025.08 | 84.5 | |
| Fisher MergingBackbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 83.7 | |
| DOGE TABackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 83.1 | |
| Iso-CBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 83.1 | |
| Iso-CTSBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 82.8 | |
| Model SoupsBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 82.7 | |
| Task ArithmeticBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 80.2 | |
| Fisher MergingBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 78.4 | |
| TIES-MergingBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 77.7 | |
| Model SoupsBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 75.4 | |
| Fisher MergingBackbone=ViT-B/32, Method Category=Training-Free Methods2025.08 | 74.3 | |
| Task ArithmeticBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 73.7 | |
| TIES-MergingBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 73 | |
| Model SoupsBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 70.2 |