Brindha Pillay, David Ritchie, Yvonne Panek-Hudson, Michael Jefford, Teresa Garcia, Cassandra Shields, Jo Gniel, Jo Phipps-Nelson, Allison Drosdowsky, Steve Ellen, Maria Ftanou
Evaluating the Feasibility and Acceptability of a Psychosexual Intervention for Couples Post-allogeneic Hematopoietic Stem Cell Transplantation
Integrative cancer therapies
learning synthesize freehand sketches controllably according specified categories sketching styles challenging task due lack training data category labels style labels one choice control synthesis selforganizing latent coding space preserve similarity structural patterns observed data practical way introducing gaussian mixture prior latent codes gaussian component represents specific categorical stylistic pattern result generate sketches sampling latent variables gaussian components continuously manipulating latent representations interpolation achieve robust controllable sketch synthesis critical determine appropriate gaussian number underestimated gaussian number cannot fully represent sketch patterns ie clusters contain sketches one pattern overestimated one introduces redundant components usually representing chaotic collection sketches diverse patterns featured components cases disturb pattern clustering coding space make internal code generation difficult control specific patterns however gaussian number unavailable unsupervised task paper present rival penalized competitive learning pixel sequence rpclpix2seq automatically determine gaussian number quantitative qualitative experimental results show rpclpix2seq partition codes sketches approximate stable number clusters hence able synthesis reasoning latent space generating novel reasonable sketches neither appear training dataset exist real life