[2016-09-15]: We are organizing a special issue on Distance Metric Learning for Pattern Recognition at the Pattern Recognition Journal. Please visit here for more details. Over the past decade, distance metric learning has been developed as one of the basic techniques in machine learning and successfully applied to a wide range of computer vision tasks showing state-of-the-art performance. In this