This book constitutes the refereed proceedings of the 8th International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, EMMCVPR 2011, held in St. Petersburg, Russia in July , 2011. The book is divided in sections on discrete and continuous optimization, segmentation, motion and video, learning and shape analysis.