| 2D Convolution | Channels In: 3, Channels Out: 64, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 64, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Convolution | Channels In: 64, Channels Out: 64, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 64, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Max Pooling | Kernel Size: 2, Stride: 2, Padding: 0, Dilation: 1 |
| 2D Convolution | Channels In: 64, Channels Out: 128, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 128, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Convolution | Channels In: 128, Channels Out: 128, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 128, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Max Pooling | Kernel Size: 2, Stride: 2, Padding: 0, Dilation: 1 |
| 2D Convolution | Channels In: 128, Channels Out: 256, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 256, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Convolution | Channels In: 256, Channels Out: 256, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 256, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Max Pooling | Kernel Size: 2, Stride: 2, Padding: 0, Dilation: 1 |
| 2D Convolution | Channels In: 256, Channels Out: 512, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 512, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Convolution | Channels In: 512, Channels Out: 512, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 512, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Max Pooling | Kernel Size: 2, Stride: 2, Padding: 0, Dilation: 1 |
| 2D Convolution | Channels In: 512, Channels Out: 512, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 512, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Convolution | Channels In: 512, Channels Out: 512, Kernel Size: 3, Stride: 1, Padding: 1, Dilation: 1 |
| Batch Normalization | Features: 512, Epsilon: 1e-05, Momentum: 0.1 |
| Rectified Linear Unit Function | |
| 2D Max Pooling | Kernel Size: 2, Stride: 2, Padding: 0, Dilation: 1 |
| 2D Average Pooling | Kernel Size: 1, Stride: 1, Padding: 0 |
| Linear Transformation | Features In: 512, Features Out: 10 |