Certainly not! That would be very unpleasant for your clients and colleagues.
Only look at the eyes of your video contact on the screen when it feels natural to do so, just like in a regular offline meeting. For instance, when trying to convince, to assure, or to show empathy. Or when you yourself require reassurance.