Abstract:
Device, system, and method of visual inference by collaborative composition. A method of searching for similar target content-items for a plurality of source content-items, the method implementable on a computing device, comprises: for each of said plurality of source content-items, searching for similar target content-items in a dataset, while taking into account collaborative feedback exchanged among at least some of currently-searched said plurality of source content-items.
Abstract:
Given an input image, an image enhancement task, and no external examples available to train on, an Image-Specific Deep Network is constructed tailored to solve the task for this specific image. Since there are no external examples available to train on, the network is trained on examples extracted directly from the input image itself. The current solution solves the problem of Super-Resolution (SR), whereas the framework is more general and is not restricted to SR.