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\section{Preliminary results for UCF-Sports Dataset}  The following results are obtained without tuning the MRF objective functions parameters: $\sigma_s$ and $\sigma_d$. The evaluation is performed for localization of action in the video sequences. In particular, it is considered correct action localization if ground-truth bounding box overlap is $50\%$.  \begin{tabular}{ c c }  Method & mAP \\