公开(公告)号：US20230334612A1

公开(公告)日：2023-10-19

申请号：US17720660

申请日：2022-04-14

申请人： Disney Enterprises, Inc.

发明人： Marios PAPAS ,  Gerhard RÖTHLIN ,  Henrik D. DAHLBERG ,  Farnood SALEHI ,  David M. ADLER ,  Mark A. MEYER ,  Andre C. MAZZONE ,  Christopher R. SCHROERS ,  Marco MANZI ,  Thijs VOGELS ,  Per H. CHRISTENSEN

IPC分类号： G06T1/20 ,  G06T5/00 ,  G06N3/08

CPC分类号： G06T1/20 ,  G06T5/002 ,  G06N3/08 ,  G06T2207/20084 ,  G06T2207/20081

摘要： Certain aspects of the present disclosure provide techniques for adaptive sampling for rendering using deep learning. This includes receiving, at a sampler in a rendering pipeline, a plurality of rendered pixel data, wherein the sampler includes a first machine learning (ML) model. It further includes generating a sampling map for the rendering pipeline using the first ML model and the plurality of rendered pixel data, including predicting a plurality of pixel values in the sampling map based on a generated distribution of pixel values. It further includes rendering an image using the sampler, the sampling map, and a denoiser in the rendering pipeline.