Classification-oriented structure learning in Bayesian networks for multimodal event detection in videos

Guillaume Gravier, Claire-Hélène Demarty, Siwar Baghdadi, Patrick Gros
<span title="2012-07-12">2012</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="" style="color: black;">Multimedia tools and applications</a> </i> &nbsp;
We investigate the use of structure learning in Bayesian networks for a complex multimodal task of action detection in soccer videos. We illustrate that classical score-oriented structure learning algorithms, such as the K2 one whose usefulness has been demonstrated on simple tasks, fail in providing a good network structure for classification tasks where many correlated observed variables are necessary to make a decision. We then compare several structure learning objective functions, which
more &raquo; ... at finding out the structure that yields the best classification results, extending existing solutions in the literature. Experimental results on a comprehensive data set of 7 videos show that a discriminative objective function based on conditional likelihood yields the best results, while augmented approaches offer a good compromise between learning speed and classification accuracy. 1
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="">doi:10.1007/s11042-012-1169-y</a> <a target="_blank" rel="external noopener" href="">fatcat:dgjjd5agwnhzdnld4pfe6nkova</a> </span>
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