SKETCH2PAINTING: AN INTERACTIVE SYSTEM THAT TRANSFORMS HAND-DRAWN SKETCH TO PAINTING

摘要

#$%^&*AU2017228685A120180614.pdf#####ABSTRACT Methods and systems are provided for transforming sketches into stylized electronic paintings. A neural network system is trained where the training includes training a first neural network that converts input sketches into output images and training a second neural network that converts images into output paintings. Similarity for the first neural network is evaluated between the output image and a reference image and similarity for the second neural network is evaluated between the output painting, the output image, and a reference painting. The neural network system is modified based on the evaluated similarity. The trained neural network is used to generate an output painting from an input sketch where the output painting maintains features from the input sketch utilizing an extrapolated intermediate image and reflects a designated style from the reference painting.104A USER DEVICE .104N DE APPLICATION1 . APPLICATION N 106 NETWORK 102A) CREATIVE APPARATUS (126 SYNCHRONIZATION USER MANAGEMENT 116 124 APPLICATION DOWNLOAD ENGINE ENGINE ENTITLEMENT ENGINE MANAGEMENT ENGINE FONT (134 RIGHTS k136 APPLICATION 158 162- 164- 132 ENGINE MANAGEMENT ANALYTICS ' PERSONALIZATION COMMUNITY 172 ENGINE ENGINE ENGINE ENGINE DOCUMENT MARKETPLACE ENGINE SHE NGIE 1 112 ENG 1118 DATA STORAGE UNIT USER DATA 128 130) 140- APPLICATION PROGRAM DATA OUE DATA 120 APPLICATION PROGRAMS IMAGE ASSETS METADATA ACNT DAT['1 138 14 VDE 142 FONTi 122 138314 6 VIDEO USER OPERATIONAL RIGHTS TEXT ) 150 PROFILE MANAGEMENT DATA 148 -N -160 DOCE NT 152 COLOR 1 COMMUNITY (166 APPLICATION 156 DATA ANALYTICS DATA 154 PROJECT DATA FIG.1