Image Classification on Evaluation suite OOD
68.3Average AccuracyTIES-Merging
Evaluation Results
| Method | Links | |
|---|---|---|
| TIES-MergingBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 68.3 | |
| Model SoupsBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 67.9 | |
| Iso-CBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 65.9 | |
| DOGE TABackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 65.8 | |
| Layer-wise AdaMergingBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.08 | 65.3 | |
| Iso-CTSBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 65.2 | |
| RegMean++Backbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 64.7 | |
| RegMeanBackbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 64.5 | |
| Fisher MergingBackbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 64.2 | |
| DOGE AMBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.08 | 63.4 | |
| TSV-MBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 62.1 | |
| Task ArithmeticBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 61.8 | |
| TIES-MergingBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 59.9 | |
| Model SoupsBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 58.9 | |
| Iso-CBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 58.2 | |
| Iso-CTSBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 58.2 | |
| Fisher MergingBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 58 | |
| RegMean++Backbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 56.7 | |
| RegMeanBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 56.5 | |
| DOGE TABackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 56 | |
| Layer-wise AdaMergingBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.08 | 55.5 | |
| DOGE AMBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.08 | 54.9 | |
| TSV-MBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 54.8 | |
| Task ArithmeticBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 54.1 | |
| TIES-MergingBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 51.7 | |
| Fisher MergingBackbone=ViT-B/32, Method Category=Training-Free Methods2025.08 | 51 | |
| Model SoupsBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 50.6 | |
| DOGE TABackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 49.4 | |
| Iso-CBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 49.3 | |
| RegMean++Backbone=ViT-B/32, Method Category=Training-Free Methods2025.08 | 48.9 | |
| Layer-wise AdaMergingBackbone=ViT-B/32, Method Category=Test-Time Adaptation2025.08 | 48.9 | |
| Iso-CTSBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 48.6 | |
| RegMeanBackbone=ViT-B/32, Method Category=Training-Free Methods2025.08 | 48.3 | |
| DOGE AMBackbone=ViT-B/32, Method Category=Test-Time Adaptation2025.08 | 47.7 | |
| TSV-MBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 45.7 | |
| Task ArithmeticBackbone=ViT-B/32, Method Category=Data-Free Methods2025.08 | 42.6 |