Non-parametric crfs for image labeling

TitleNon-parametric crfs for image labeling
Publication TypeConference Paper
Year of Publication2012
AuthorsJancsary, J, Nowozin, S, Rother, C
Conference NameNIPS Workshop Modern Nonparametric Methods in Machine Learning

We introduce a powerful non-parametric image labeling framework, Regression Tree Fields (RTFs), and discuss its application to image restoration. The conditional structure and the parameters of our model are estimated from training data so as to directly optimize for popular performance measures, resulting in excellent predictive performance at low computational cost.

Citation KeyJancsary2012b