Image Classification on CIFAR-100 (Convergence Speed and Improvement)
31.2Epochs to ConvergenceCT-AGD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CT-AGDModel=WRN-28-4, Target Accuracy (%)=70.22026.05 | 31.2 | 49.7 | |
| CT-AGDModel=ResNet-20, Target Accuracy (%)=61.22026.05 | 42.2 | 50.4 | |
| CT-AGD (Adam)Model=WRN-28-4, Target Accuracy (%)=70.22026.05 | 57.8 | 31 | |
| SGDModel=WRN-28-4, Target Accuracy (%)=70.22026.05 | 62 | — | |
| AdamModel=WRN-28-4, Target Accuracy (%)=70.22026.05 | 83.8 | — | |
| SGDModel=ResNet-20, Target Accuracy (%)=61.22026.05 | 85 | — | |
| AdamModel=ResNet-20, Target Accuracy (%)=61.22026.05 | 117.8 | — | |
| CT-AGD (Adam)Model=ResNet-20, Target Accuracy (%)=61.22026.05 | 121.4 | -3.06 |