Tunnel Lining Defect Identification Method Based on Small Sample Learning

Figure 7

Comparison of convergence speed of network loss: (a) no residual module discriminator loss; (b) no residual module discriminator loss; (c) including residual module discriminator loss; (d) including residual module discriminator loss.

(a)

(b)

(c)

(d)