This book constitutes the proceedings of the 12th Mexican Conference on Pattern Recognition, MCPR 2020, which was due to be held in Morelia, Mexico, in June 2020. They were organized in the following topical sections: pattern recognition techniques; industrial and medical applications of pattern recognition;