Classification on STL10 Rotation (test)
98.62Accuracy (Original Data)MaWa
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MaWaClassifier Type=Nonlinear (NC), Features=DINOv22025.05 | 98.62 | 94.74 | |
| ECClassifier Type=End-to-end (EC), Features=DINOv22025.05 | 98.58 | 71.22 | |
| MaWaClassifier Type=Linear (LC), Features=DINOv22025.05 | 98.22 | 94.66 | |
| WaCoClassifier Type=Nonlinear (NC), Features=DINOv22025.05 | 98.02 | 92.3 | |
| WaCoClassifier Type=Linear (LC), Features=DINOv22025.05 | 97.66 | 91.09 | |
| ECEvaluation Protocol=EC, Pre-trained Features=SwAV2025.05 | 94.23 | 50.35 | |
| MaWaEvaluation Protocol=LC, Pre-trained Features=SwAV2025.05 | 93.44 | 81.58 | |
| MaWaEvaluation Protocol=NC, Pre-trained Features=SwAV2025.05 | 93.21 | 80.79 | |
| SCLRClassifier Type=Nonlinear (NC), Features=DINOv22025.05 | 91.38 | 86.72 | |
| SCLRClassifier Type=Linear (LC), Features=DINOv22025.05 | 91.21 | 86.3 | |
| WaCoEvaluation Protocol=NC, Pre-trained Features=SwAV2025.05 | 88.59 | 80.98 | |
| WaCoEvaluation Protocol=LC, Pre-trained Features=SwAV2025.05 | 88.21 | 80.86 | |
| HSICClassifier Type=Nonlinear (NC), Features=DINOv22025.05 | 87.42 | 81.28 | |
| HSICEvaluation Protocol=NC, Pre-trained Features=SwAV2025.05 | 81.67 | 77.83 | |
| SCLREvaluation Protocol=NC, Pre-trained Features=SwAV2025.05 | 79.69 | 76.78 | |
| SCLREvaluation Protocol=LC, Pre-trained Features=SwAV2025.05 | 79.5 | 76.31 | |
| HSICClassifier Type=Linear (LC), Features=DINOv22025.05 | 77.38 | 72.98 | |
| HSICEvaluation Protocol=LC, Pre-trained Features=SwAV2025.05 | 71.9 | 69.49 |