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Video Imagination from a Single Image with Transformation Generation
Proceedings of the on Thematic Workshops of ACM Multimedia 2017 - Thematic Workshops '17
In this work, we focus on a challenging task: synthesizing multiple imaginary videos given a single image. Major problems come from high dimensionality of pixel space and the ambiguity of potential motions. To overcome those problems, we propose a new framework that produce imaginary videos by transformation generation. The generated transformations are applied to the original image in a novel volumetric merge network to reconstruct frames in imaginary video. Through sampling di erent latentdoi:10.1145/3126686.3126737 dblp:conf/mm/ChenWW17a fatcat:gykx6n5d35a4xjeaf225mb6upq