They're also arguably easier to learn for neural nets. Single-line fonts such as the Hershey fonts are massively useful for making cool procedural graphics and for engraving.
Download the hershey font: Heiti.hf.txt (20975 unicode characters), Mingti.hf.txt (73874 unicode characters).
Convert Chinese Characters to Single-Line Fonts using Computer Vision