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.
Probability Models for Open Set Recognition,”
, , ,IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI),November 2014.
“Multi-Class Open Set Recognition Using Probability of Inclusion,”
, , ,Proceedings of the European Conference on Computer Vision (ECCV),September 2014.