公开(公告)号：US10430978B2

公开(公告)日：2019-10-01

申请号：US15448206

申请日：2017-03-02

Applicant: Adobe Inc.

Inventor： Mehmet Yumer ,  Jimei Yang ,  Guilin Liu ,  Duygu Ceylan Aksit

IPC: G06T11/00 ,  G06F17/50 ,  G06T11/60 ,  G06N3/04 ,  G06N3/08

Abstract: The present disclosure includes methods and systems for generating modified digital images utilizing a neural network that includes a rendering layer. In particular, the disclosed systems and methods can train a neural network to decompose an input digital image into intrinsic physical properties (e.g., such as material, illumination, and shape). Moreover, the systems and methods can substitute one of the intrinsic physical properties for a target property (e.g., a modified material, illumination, or shape). The systems and methods can utilize a rendering layer trained to synthesize a digital image to generate a modified digital image based on the target property and the remaining (unsubstituted) intrinsic physical properties. Systems and methods can increase the accuracy of modified digital images by generating modified digital images that realistically reflect a confluence of intrinsic physical properties of an input digital image and target (i.e., modified) properties.