There is also the fact that the eyes resolution drops off towards the edge. This makes the effect even harsher in the corner of your eye. As your eye moves from ball to ball your brain will be processing the new higher resolution versions based on the previous versions you saw in the corner of your eye. That effect fades away but your eye is actually always moving doing something called saccades, on a small screen with many prominent points it will do it a lot.
With a big screen alot of that goes away. The gaps are larger. The brown fades more slowly from light to dark so is percieved as a stronger color. Objects are larger so saccades will be less effective because they will be searching fewer objects rather than many in a tight screen. Lastly the lower resolutions at the edge of your eye will pick up more brown as well.
So there most definitely is physical aspects.
I also see an "egg" illusion where it looks like the lower left of the ball is actually flat but the rest is a dome.
/e all of the physical stuff has to do with magnification of the image (or incoming light) onto the retina