Research Article

Transfer Learning for CNN-Based Damage Detection in Civil Structures with Insufficient Data

Table 4

The number of the utilized samples and the results of the training process for the target domain networks.

StructureNumber of training samplesNumber of validation samplesNumber of test samplesTest accuracyTest lossTotal training time

QU grandstand simulator337955760.94270.20420 : 37 : 04
The Tianjin Yonghe bridge1382346155520.9597480.14351820 : 02 : 15