IR sensors on semi gloss paper

I’m trying to use IR sensors as line followers in a maze, the thing is we are using semi gloss paper for the maze so my IR sensors aren’t reflecting light properly, is there any way to fix this problem? Thanks in advance!

Replace the semi gloss paper with something that reflects the IR properly would be the obvious solution.