Open-set with Kernels

We have extended the Open set paradigm with two different papers using Kernel Machines and a much more comprehensive theory.  See the following papers. Source code is available at https://github.com/ljain2/libsvm-openset.

  1. Probability Models for Open Set Recognition,”

    Walter J. ScheirerLalit P. JainTerrance E. Boult,

    IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI),
    November 2014.
  2. “Multi-Class Open Set Recognition Using Probability of Inclusion,”

    Lalit P. JainWalter J. ScheirerTerrance E. Boult,

    Proceedings of the European Conference on Computer Vision (ECCV),
    September 2014.