This book constitutes the refereed proceedings of the 17th Iberoamerican Congress on Pattern Recognition, CIARP 2012, held in Buenos Aires, Argentina, in September 2012. The papers are organized in topical sections on face and iris: detection and recognition; statistical pattern recognition; theoretical pattern recognition;