IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2014) has been hold on June 23-28, Columbus, Ohio, USA. It associated Deep Vision Workshop aims to accelerate the study of deep learning algorithms in computer vision problems."Generalized Autoencoder: A Neural Network Framework for Dimensionality Reduction", proposed by Wei Wang et al., has won the Best Paper Award on the Deep Vision workshop.