sentence1: following this work , zhang et al , further employed a convolution based residual network to collectively predict inflow and outflow of crowds in every region of a city grid-map .
sentence2: zhang et al presented a deep spatio-temporal residual network to predict the inflow and outflow in each region of a city simultaneously .