Person retrieval is an important vision task, aiming at matching the images of same person under various camera views. The key challenge lies in large intra-class variations among images. Therefore, how to learn discriminative feature representations becomes core problem. In this paper, we propose a deep part-aware representation learning method for retrieval. First, improved triplet loss intro...