Difference Between monocular video and stereo video?
Monocular video is taken using a single camera.  Stereo video is taken using two cameras side-by-side, producing two video streams.  That's pretty much it.  

A stereo video pair allows depth measurement, so you can find out how far away things are.  However, this is not an easy task for complex scenes.