Autonomous Identification of Bridge Concrete Cracks Using Unmanned Aircraft Images and Improved Lightweight Deep Convolutional Networks

Figure 12

Process lines for loss functions and evaluation metrics: (a) training set; (b) model validation.

(a)

(b)