International Computer Vision Summer School - ICVSS established in 2007 to provide an objective and clear overview and in-depth analysis of the research state-of-the-art in Computer Vision. The school is organized each year by the University of Cambridge (Computer Vision and Robotics Group) and the University of Catania (Image Processing Lab). A summary of Computer Vision Summer School of the past can be found at: http://www.dmi.unict.it/icvss edited volume contains a selection of articles that include several talks and tutorials held during the first two editions of the school on topics such as Recognition, Registration and Reconstruction.