Detecting violent behavior in videos to ensure public safety and security poses a significant challenge. Precisely identifying and categorizing instances of violence in real-life closed-circuit television. which vary across specifications and locations. requires comprehensive understanding and processing of the sequential information embedded in these videos. https://www.remtavares.com/