Video scaling on Android broken?

A fullscreen widget with a 1920x1080 video on it scales very nicely to fullscreen on my 4K monitor when playing in Windows.
The same widget shows a super jaggy/aliased rendering an a Samsung Android tablet which also is 4K:ish.

Any special settings needed to make a media file render upscaled nicely even on an Android unit?