Comparative Study of Video Summarization Using Keyframes with State-of-the-Art Techniques

Multimedia data is growing exponentially and a huge quantity of video footage is being posted to the internet. The users waste a lot of time watching the complete film just to find the pertinent content. This concept brought up the need to take important information out of the video. These major instances are combined to give a concise overview. When a video is being summarized, keyframes-the significant moments that are recorded and preserved in their overall context-are recognized. The process of video summarization (VS) necessitates the extraction of keyframes, as they contain a variety of important and varied elements. In the literature, different approaches to keyframe-based video summarization are examined. The research work comprises a thorough analysis, evaluation, challenges encountered during the process of summarizing the video contents, as well as the implementation of primary keyframe selection strategies and a comparison of the outcomes achieved with current methodologies.