Teaching a CNN to read hieroglyphs: 96.9% on 59 signs, and why my first model failed

Every Egyptian hieroglyph has a catalogue number. Egyptologists use Alan Gardiner's sign list, so the owl is G17, the reed leaf is M17, the water ripple is N35. I wanted to see how far a small convolu