ShanghaiTech University Knowledge Management System
A Neural Rendering Framework for Free-Viewpoint Relighting | |
2020-06 | |
会议录名称 | 2020 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR) |
ISSN | 1063-6919 |
页码 | 5598-5609 |
发表状态 | 已发表 |
DOI | 10.1109/CVPR42600.2020.00564 |
摘要 | We present a novel Relightable Neural Renderer (RNR) for simultaneous view synthesis and relighting using multi-view image inputs. Existing neural rendering (NR) does not explicitly model the physical rendering process and hence has limited capabilities on relighting. RNR instead models image formation in terms of environment lighting, object intrinsic attributes, and light transport function (LTF), each corresponding to a learnable component. In particular, the incorporation of a physically based rendering process not only enables relighting but also improves the quality of view synthesis. Comprehensive experiments on synthetic and real data show that RNR provides a practical and effective solution for conducting free-viewpoint relighting. |
会议录编者/会议主办者 | IEEE |
关键词 | Rendering (computer graphics) Lighting Three-dimensional displays Geometry Spatial resolution Pipelines Feature extraction |
会议名称 | IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) |
出版地 | 345 E 47TH ST, NEW YORK, NY 10017 USA |
会议地点 | Seattle, WA, USA |
会议日期 | 13-19 June 2020 |
URL | 查看原文 |
收录类别 | CPCI ; CPCI-S ; EI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000620679505086 |
WOS关键词 | REPRESENTATION |
原始文献类型 | Conferences |
来源库 | IEEE |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/122916 |
专题 | 物质科学与技术学院_PI研究组_钟超组 信息科学与技术学院_PI研究组_虞晶怡组 信息科学与技术学院_硕士生 信息科学与技术学院_博士生 |
作者单位 | 1.ShanghaiTech University; Shanghai Institute of Microsystem and Information Technology; University of Chinese Academy of Sciences 2.ShanghaiTech University 3.Shanghai University 4.DGene, Inc. 5.University of Toronto |
第一作者单位 | 上海科技大学 |
第一作者的第一单位 | 上海科技大学 |
推荐引用方式 GB/T 7714 | Zhang Chen,Anpei Chen,Guli Zhang,et al. A Neural Rendering Framework for Free-Viewpoint Relighting[C]//IEEE. 345 E 47TH ST, NEW YORK, NY 10017 USA,2020:5598-5609. |
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