AI & ML Enabled Video Analysis and Interpretation

Abstract

With video content absolutely everywhere these days—on learning platforms, in business settings, across social media—trying to analyze it all by hand has become practically impossible. Our paper describes a framework we built that uses AI and machine learning to make understanding videos much simpler, whether you're uploading your own footage or just sharing a link to something online.
Here's how it works: the system examines what's actually happening on screen while also listening to the audio, then brings everything together into summaries that actually make sense. We're using a Transformer-based model that's really good at figuring out how different moments in a video relate to each other and what they mean in context. After you get your summary, there's also a lightweight language model that lets you have an actual conversation about what you watched—you can ask questions and get answers that show a real understanding of the content.