Image Classification including MNIST, CIFAR-10, CIFAR-100 datasets.
| Dataset | Model | Input | Epoch | Iteration | Acc |
|---|---|---|---|---|---|
| MNIST | LeNet5 | 28x28 | 30 | - | 0.9913 |
| MNIST | LeNet5 | 16x12 | - | 64000 | 0.9834 |
| MNIST | ResNet20 | 28x28 | - | 64000 | 0.9942 |
| MNIST | ResNet20 | 16x12 | - | 64000 | 0.9937 |
| Dataset | Model | Input | Epoch | Iteration | Acc |
|---|---|---|---|---|---|
| CIFAR-10 | LeNet5 | 32x32 | 30 | - | 0.61590 |
| CIFAR-10 | LeNet5 | 12x16 | - | 64000 | 0.45970 |
| CIFAR-10 | ResNet20(SGD) | 32x32 | - | 64000 | 0.91707 |
| CIFAR-10 | ResNet20(Adam) | 32x32 | - | 64000 | 0.89673 |
| CIFAR-10 | ResNet20 | 12x16 | - | 64000 | 0.65520 |
| Dataset | Model | Input | Epoch | Iteration | Acc |
|---|---|---|---|---|---|
| CIFAR-100 | LeNet5 | 32x32 | 30 | - | 0.01210 |
| CIFAR-100 | ResNet20 | 32x32 | - | 64000 | 0.66456 |