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NeRF-based Polarimetric Multi-view Stereo

文献类型：期刊论文

作者Cao, Jiakai1; Yuan, Zhenlong1; Mao, Tianlu1; Wang, Zhaoqi1; Li, Zhaoxin2,3
刊名PATTERN RECOGNITION
出版日期2025-02-01
卷号158页码:14
关键词Multi-view stereo Neural radiance fields Shape-from-polarization 3D reconstruction
ISSN号0031-3203
DOI10.1016/j.patcog.2024.111036
英文摘要In this paper, we introduce NeRF-based Polarimetric Multi-view Stereo (NPMVS), a novel 3D reconstruction method that combines the advantages of neural radiance field (NeRF) and shape-from-polarization (SfP) address the challenge posed by textureless areas while preserving the fine-scale geometric details. Our method first leverages neural rendering to yield depth priors for each input view, subsequently estimates more accurate depths and normals using polarimetric refinement. We further introduce a pixel-wise depth rectification process to address the scaling problem inherent to the polarimetric refinement procedure. In addition, we contribute new realistic pBRDF-based multi-view synthetic dataset, comprised of RGB and polarization images rendered under real-world lighting conditions, which will serve as a valuable resource for future research in this field. Experimental evaluations on both synthetic and real-world datasets validate the superiority of NPMVS, demonstrating its advantage over other state-of-the-art multi-view stereo and shape-from-polarization methods.
资助项目National Natural Science Foundation of China[62172392] ; Beijing Smart Agriculture Innova-tion Consortium Project[BAIC10-2024] ; Innovation Research Program of ICT[E261070]
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:001328179900001
出版者ELSEVIER SCI LTD
源URL[http://119.78.100.204/handle/2XEOYT63/39565]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Li, Zhaoxin
作者单位1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
2.Chinese Acad Agr Sci, Agr Informat Inst, Beijing 100081, Peoples R China
3.Minist Agr & Rural Affairs, Key Lab Agr Big Data, Beijing 100081, Peoples R China
推荐引用方式
GB/T 7714		 Cao, Jiakai,Yuan, Zhenlong,Mao, Tianlu,et al. NeRF-based Polarimetric Multi-view Stereo[J]. PATTERN RECOGNITION,2025,158:14.
APA Cao, Jiakai,Yuan, Zhenlong,Mao, Tianlu,Wang, Zhaoqi,&Li, Zhaoxin.(2025).NeRF-based Polarimetric Multi-view Stereo.PATTERN RECOGNITION,158,14.
MLA Cao, Jiakai,et al."NeRF-based Polarimetric Multi-view Stereo".PATTERN RECOGNITION 158(2025):14.

入库方式： OAI收割

来源：计算技术研究所

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