Research Article

A Novel Deep Convolutional Neural Network Based on ResNet-18 and Transfer Learning for Detection of Wood Knot Defects

Table 4

Training parameters.

Related parameterValueMeaning

Batch size128Number of pictures per training
Learning rate1e-4Initial learning rate
Epoch200Training iteration times
CUDAEnableComputer unified device architecture
CUDNNEnableA GPU acceleration library for deep neural networks