Space-time image velocimetry (STIV) technology has achieved good performance in river surface-flow velocity measurement, but the application a field environment is affected by bad weather or lighting conditions, which causes large measurement errors. To improve accuracy and robustness of STIV, we combined STIV with deep learning. Additionally, considering light weight neural network model, adop...