How To Create A Dataset Like This For Training A Model.

I need to make a dataset like this with 100 videos. Is there any open source tool or any model that would be of help?

I tried CVAT but it was time consuming yet reliable. I tried this solution, this one uses qwen.

References: The dataset I’m trying to replicate: VideoChat_OpenGV