A method and system analyzes multi-resolution medical images. The method includes receiving one or more multi-resolution medical images of one or more tissues. Each multi-resolution medical image is divided into a plurality of segments. Thereafter, each segment of the plurality of segments of each multi-resolution medical image is processed in parallel, utilizing one or more computation nodes, wherein each computation node includes one or more Graphical Processing Units (GPUs). The results corresponding to each segment of a multi-resolution medical image are collated, and a collated report is displayed.
