This book constitutes the thoroughly refereed proceedings of the 12th International Conference on Image Analysis and Recognition, ICIAR 2015, held in Niagara Falls, ON, Canada, in July 2015. The papers are organized in the following topical sections: image quality assessment; image segmentation, registration and analysis; medical image analysis;