Caption border should be drawn first, then the background.

[roelandschoukens]

This is a caption with a border as rendered by the caption effect:

Text looks much better if you do the equivalent of paint-order: stroke fill; in CSS, eg. see stroke order on MDN. First draw the stroke, then draw the fill.

Here's a comparison: