Learning-Based Image Rendering

Abstract

Image rendering is essential study field for computer science, robotics, and augmented reality. In the last decade, the increase in the graphics processing power of computers and the widespread use of deep learning networks have led to deep learning networks being at the heart of the studies on image rendering. The use of deeper networks improves the visual representation ability of the trained models and gives them the ability to render high quality images. In this study, various information is given about subjects such as image rendering, obtaining 3D data from 2D data, 3D image rendering, differentiable rendering and recent studies on this subject.