The Importance of Metric Learning for Robotic Vision: Open Set Recognition and Active Learning

Benjamin J. Meyer, Tom Drummond

State-of-the-art deep neural network recognition systems are designed for a static and closed world. It is usually assumed that the distribution at test time will be the same as th…