2013 IEEE Signal Processing Society Summer School on Biomedical Image Processing and Analysis took place in Dubrovnik, from June 8-14, 2013. The summer school included 30 participants from various countries. The program consisted of lectures presented by most distinguished researchers in the area. The summer school was sponsored by the IEEE Signal Processing Society. Prof. Sven Loncaric served as the General Chair of the Summer School.