Research Article

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

Figure 16

Training results of the ReSENet-18 model with and without data augmentation: (a) training loss value and (b) validation accuracy value.
(a)
(b)