Image Classification on Corrupted (test)
91.6Motion (Corruption Type)DOGE AM
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DOGE AMBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.08 | 91.6 | 80.8 | 85.5 | 50.6 | 86.6 | 90.8 | 91.3 | 82.5 | |
| Layer-wise AdaMergingBackbone=ViT-L/14, Method Category=Test-Time Adaptation2025.08 | 91.2 | 78.9 | 84.2 | 50.8 | 88 | 89.8 | 90.3 | 81.9 | |
| Iso-CTSBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 90.8 | 81 | 82.4 | 45.3 | 87.4 | 89.5 | 89 | 80.8 | |
| Iso-CBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 90.5 | 79.5 | 81.8 | 45.9 | 86.1 | 89.1 | 88.5 | 80.2 | |
| RegMean++Backbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 89.8 | 83.7 | 80.4 | 41.5 | 87.4 | 87.5 | 89.4 | 79.9 | |
| TSV-MBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 89.3 | 81.4 | 80.8 | 42.4 | 86.6 | 87.1 | 88.3 | 79.4 | |
| RegMeanBackbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 89.2 | 83.5 | 80.9 | 40.9 | 87.2 | 87.5 | 88.7 | 79.7 | |
| DOGE TABackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 88.5 | 79 | 79.8 | 44.1 | 83.8 | 87 | 87 | 78.5 | |
| DOGE AMBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.08 | 87.6 | 75.4 | 76 | 46.4 | 79.3 | 86.2 | 86.6 | 76.8 | |
| RegMean++Backbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 87.3 | 75.3 | 72.7 | 42.9 | 77.4 | 84.2 | 86.5 | 75.2 | |
| RegMeanBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 86.2 | 75.6 | 73.3 | 41.9 | 77.7 | 84.7 | 84.8 | 74.9 | |
| TSV-MBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 86 | 74.6 | 73.3 | 42 | 77.5 | 84.1 | 84.8 | 74.6 | |
| Layer-wise AdaMergingBackbone=ViT-B/16, Method Category=Test-Time Adaptation2025.08 | 84.6 | 71.7 | 73 | 42.9 | 75.7 | 83.3 | 83.6 | 73.5 | |
| DOGE TABackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 83.7 | 71.9 | 70.7 | 40.7 | 74.5 | 82.1 | 82 | 72.2 | |
| Iso-CTSBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 83.7 | 67.9 | 69.6 | 38.7 | 74.1 | 83.2 | 81.5 | 71.2 | |
| Iso-CBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 83.3 | 67.8 | 69.2 | 39.4 | 73.3 | 82.6 | 81 | 70.9 | |
| Task ArithmeticBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 82.8 | 73 | 72.7 | 37.7 | 76.6 | 81.9 | 81.4 | 72.3 | |
| Model SoupsBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 82.3 | 71.7 | 72.3 | 37.9 | 75.1 | 81.2 | 80.8 | 71.6 | |
| Fisher MergingBackbone=ViT-L/14, Method Category=Training-Free Methods2025.08 | 81.9 | 73.7 | 72.5 | 40.2 | 77.6 | 80.8 | 81 | 72.5 | |
| TIES-MergingBackbone=ViT-L/14, Method Category=Data-Free Methods2025.08 | 80.9 | 69 | 71.4 | 37.5 | 71.9 | 80.2 | 79.1 | 70 | |
| Task ArithmeticBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 75.8 | 64.1 | 65.9 | 35.4 | 66.5 | 75.2 | 74.6 | 65.3 | |
| Model SoupsBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 73.6 | 62 | 64.3 | 34.4 | 64.3 | 73.2 | 72.6 | 63.5 | |
| Fisher MergingBackbone=ViT-B/16, Method Category=Training-Free Methods2025.08 | 73.6 | 58.4 | 59.9 | 33.6 | 63.7 | 72.4 | 72 | 61.9 | |
| TIES-MergingBackbone=ViT-B/16, Method Category=Data-Free Methods2025.08 | 69.2 | 57.5 | 59.7 | 30.3 | 60.7 | 68.7 | 68.6 | 59.2 |