If your video is not visible and the following icon is visual to others:

 Zoom: Video Not Working On Lenovo Devices | IT@UMN | The people behind the  technology

This happens when another application on your device is using your default camera. 

To fix this, close all other applications which could be using your camera and refresh the page.