Image Classification on CIFAR-10 90/10 (val)
86.2AccuracyLabel Smooth.
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Label Smooth.Optimizer=SAM, Backbone=ResNet-202026.04 | 86.2 | 0.067 | |
| Label Smooth.Optimizer=AdamW, Backbone=ResNet-202026.04 | 85.8 | 0.059 | |
| CalMOOptimizer=SAM, Backbone=ResNet-202026.04 | 85.8 | 0.017 | |
| CEOptimizer=SAM, Backbone=ResNet-202026.04 | 85 | 0.02 | |
| Focal LossOptimizer=SAM, Backbone=ResNet-202026.04 | 84 | 0.089 | |
| CalMOOptimizer=AdamW, Backbone=ResNet-202026.04 | 83.2 | 0.045 | |
| Label Smooth.Optimizer=Muon, Backbone=ResNet-202026.04 | 82.4 | 0.045 | |
| CalMOOptimizer=Muon, Backbone=ResNet-202026.04 | 81.7 | 0.019 | |
| Label Smooth.Optimizer=SGD, Backbone=ResNet-202026.04 | 81 | 0.082 | |
| CEOptimizer=AdamW, Backbone=ResNet-202026.04 | 80.7 | 0.061 | |
| Focal LossOptimizer=AdamW, Backbone=ResNet-202026.04 | 80.5 | 0.042 | |
| CEOptimizer=Muon, Backbone=ResNet-202026.04 | 80.3 | 0.065 | |
| CalMOOptimizer=SGD, Backbone=ResNet-202026.04 | 80.1 | 0.056 | |
| Focal LossOptimizer=Muon, Backbone=ResNet-202026.04 | 78.7 | 0.025 | |
| Focal LossOptimizer=SGD, Backbone=ResNet-202026.04 | 78 | 0.029 | |
| CEOptimizer=SGD, Backbone=ResNet-202026.04 | 75.2 | 0.081 |