Image Classification on CIFAR-10 (Training Convergence Metrics)
18.8Epochs to ConvergenceCT-AGD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CT-AGDModel=WRN-28-4, Target Accuracy (%)=88.92026.05 | 18.8 | 17.5 | |
| SGDModel=WRN-28-4, Target Accuracy (%)=88.92026.05 | 22.8 | — | |
| CT-AGD (Adam)Model=WRN-28-4, Target Accuracy (%)=88.92026.05 | 23.6 | 18.1 | |
| CT-AGDModel=ResNet-20, Target Accuracy (%)=85.72026.05 | 24 | 25.9 | |
| AdamModel=WRN-28-4, Target Accuracy (%)=88.92026.05 | 28.8 | — | |
| SGDModel=ResNet-20, Target Accuracy (%)=85.72026.05 | 32.4 | — | |
| CT-AGD (Adam)Model=ResNet-20, Target Accuracy (%)=85.72026.05 | 34.2 | 14.1 | |
| AdamModel=ResNet-20, Target Accuracy (%)=85.72026.05 | 39.8 | — |