The hierarchical real-time detector's F1-score is also 10 points higher than a flat classifier (.54 vs. .44). Hence, while<cite> Fernández et al. (2008)</cite> demonstrated that the hierarchical classification approach could improve off-line decision detection, we have demonstrated here that it can also improve realtime decision detection.