A. Keller, Jaroslav Křivánek, Jan Novák, Anton Kaplanyan, Marco Salvi
{"title":"Machine learning and rendering","authors":"A. Keller, Jaroslav Křivánek, Jan Novák, Anton Kaplanyan, Marco Salvi","doi":"10.1145/3214834.3214841","DOIUrl":null,"url":null,"abstract":"Machine learning techniques just recently enabled dramatic improvements in both realtime and offline rendering. In this course, we introduce the basic principles of machine learning and review their relations to rendering. Besides fundamental facts like the mathematical identity of reinforcement learning and the rendering equation, we cover efficient and surprisingly elegant solutions to light transport simulation, participating media, noise removal, and anti-aliasing.","PeriodicalId":107712,"journal":{"name":"ACM SIGGRAPH 2018 Courses","volume":"54 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ACM SIGGRAPH 2018 Courses","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3214834.3214841","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
Machine learning techniques just recently enabled dramatic improvements in both realtime and offline rendering. In this course, we introduce the basic principles of machine learning and review their relations to rendering. Besides fundamental facts like the mathematical identity of reinforcement learning and the rendering equation, we cover efficient and surprisingly elegant solutions to light transport simulation, participating media, noise removal, and anti-aliasing.
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