Original ResearchPublished 2 October 2026Efficient video violence detection through segmented temporal sampling and CNN–transformer modelingFray L. Becerra-Suarez · Karem Menacho-Navarrete · Mónica Díaz · Franccesca A. Recharte-Trucios · Felix R. Landeo-Castillo · Lloy PinedoFrontiers in Computer Sciencedoi 10.3389/fcomp.2026.1934449