Therefore, frame-based analysis remains a more reliable approach for long video understanding. The following sections (3 and 4) will provide a more detailed examination of this approach, with a demonstration of how the complex visual dynamic of protest videos can be effectively captured through the analysis of sequential frames and the synthesis of the resulting data using topic modelling.