A transfer learning-based approach to fatigue life prediction of corroded bimetallic steel bars using small samples

•Transfer learning-based framework was proposed for fatigue life prediction of corroded bimetallic steel bars.•Transfer models showed high prediction accuracy compared with baseline models.•Convolutional and backpropagation neural networks were compared.•Influence of critical parameters on fatigue life were investigated.