I have made a tutorial that hopefully will illuminate the intuition and rationale behind the Convolutional Tsetlin Machine, with the help of figures and examples. Let me know if any part of the tutorial needs further clarification.

https://github.com/cair/convolutional-tsetlin-machine

Clause composed by a team of Tsetlin Automata