Running temporal parameters, i.e., running cycle, stance and swing durations, are an effective way to evaluate running performances. Running characterization can be useful to predict the advent of injuries, enabling to reduce their entity or prevent them. During the last decades, magneto inertial measurements units (MIMUs) have become the most widespread wearable solution to investigate running in outdoor conditions, evaluating the runner’s actual performances. In the literature there is an extensive number of different methods for the detection of temporal events; however, each method is usually targeted to a restrict range of running speeds due to the high variability of the morphology of the inertial signals varying running paces.