I have what I call the project folder at the top with appropriate sub-folders when needed.
Chess Set
----- Game Pieces
------ ----- References
----- Background/Scene
----- ----- References
----- Textures
----- ----- References
A reference folder in each folder seems redundant, however having the reference in a direct folder makes for less searching after gathering pics.