Learning what and how of contextual models for scene labeling

TitleLearning what and how of contextual models for scene labeling
Publication TypeJournal Articles
Year of Publication2010
AuthorsJain A, Gupta A, Davis LS
JournalComputer Vision–ECCV 2010
Pagination199 - 212
Date Published2010///
Abstract

We present a data-driven approach to predict the importance of edges and construct a Markov network for image analysis based on statistical models of global and local image features. We also address the coupled problem of predicting the feature weights associated with each edge of a Markov network for evaluation of context. Experimental results indicate that this scene dependent structure construction model eliminates spurious edges and improves performance over fully-connected and neighborhood connected Markov network.