1. A method of identifying and visualizing events in one or more video frames comprising the steps of: (a) determining a measure of interest; (b) generating an importance score for each video frame based on the measure of interest; (c) computing one or more threshold values based on the importance scores; and (d) selecting video frames identifying events based on the threshold values.