There is no need to actually distinguish the pieces. An LCD and some buttons act as a chess clock, and note if a move is illegal. The Arduino has a pretty basic chess algorithm known as Micro Max ...

The build relies on that old stalwart, the Arduino Uno, to run the show. It’s hooked up to a DS3231 real-time clock module so it can keep accurate time for long periods, as is befitting a clock.