Face alignment recurrent network.

•This paper presents a new recurrent based facial landmark detection method for images and videos under uncontrolled conditions.•LSTM model is employed in our network to make full use of the spatial and temporal middle stage information in a natural way.•The results show clear improvement on public image datasets and video datasets.