Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation Field
Neural Radiation Field (NeRF) technology can learn a 3D implicit model of a scene from 2D images and synthesize realistic novel view images. This technology has received widespread attention from the industry and has good application prospects. In response to the problem that the rendering quality o...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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IEEE
2024-01-01
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| Series: | IEEE Access |
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| Online Access: | https://ieeexplore.ieee.org/document/10485412/ |
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| _version_ | 1850220977327177728 |
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| author | Shun Fang Ming Cui Xing Feng Yanna Lv |
| author_facet | Shun Fang Ming Cui Xing Feng Yanna Lv |
| author_sort | Shun Fang |
| collection | DOAJ |
| description | Neural Radiation Field (NeRF) technology can learn a 3D implicit model of a scene from 2D images and synthesize realistic novel view images. This technology has received widespread attention from the industry and has good application prospects. In response to the problem that the rendering quality of NeRF images needs to be improved, many researchers have proposed various methods to improve the rendering quality in the past three years. The latest relevant papers are classified and reviewed, the technical principles behind quality improvement are analyzed, and the future evolution direction of quality improvement methods is discussed. This study can help researchers quickly understand the current state and evolutionary context of technology in this field, which is helpful in inspiring the development of more efficient algorithms and promoting the application of NeRF technology in related fields. |
| format | Article |
| id | doaj-art-c9f3d585da134a73ab0de8f516af99ce |
| institution | OA Journals |
| issn | 2169-3536 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj-art-c9f3d585da134a73ab0de8f516af99ce2025-08-20T02:06:50ZengIEEEIEEE Access2169-35362024-01-0112505485055510.1109/ACCESS.2024.338299710485412Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation FieldShun Fang0https://orcid.org/0009-0008-5764-716XMing Cui1https://orcid.org/0009-0001-8514-9845Xing Feng2Yanna Lv3Lumverse Research Institute, Beijing Lumverse Technology Company Ltd., Beijing, ChinaBeijing Lumverse Technology Company Ltd., Beijing, ChinaBeijing Lumverse Technology Company Ltd., Beijing, ChinaLumverse Research Institute, Beijing Lumverse Technology Company Ltd., Beijing, ChinaNeural Radiation Field (NeRF) technology can learn a 3D implicit model of a scene from 2D images and synthesize realistic novel view images. This technology has received widespread attention from the industry and has good application prospects. In response to the problem that the rendering quality of NeRF images needs to be improved, many researchers have proposed various methods to improve the rendering quality in the past three years. The latest relevant papers are classified and reviewed, the technical principles behind quality improvement are analyzed, and the future evolution direction of quality improvement methods is discussed. This study can help researchers quickly understand the current state and evolutionary context of technology in this field, which is helpful in inspiring the development of more efficient algorithms and promoting the application of NeRF technology in related fields.https://ieeexplore.ieee.org/document/10485412/3D reconstructionnew view synthesisneural radiation fieldvolume rendering |
| spellingShingle | Shun Fang Ming Cui Xing Feng Yanna Lv Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation Field IEEE Access 3D reconstruction new view synthesis neural radiation field volume rendering |
| title | Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation Field |
| title_full | Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation Field |
| title_fullStr | Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation Field |
| title_full_unstemmed | Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation Field |
| title_short | Methods and Strategies for Improving the Novel View Synthesis Quality of Neural Radiation Field |
| title_sort | methods and strategies for improving the novel view synthesis quality of neural radiation field |
| topic | 3D reconstruction new view synthesis neural radiation field volume rendering |
| url | https://ieeexplore.ieee.org/document/10485412/ |
| work_keys_str_mv | AT shunfang methodsandstrategiesforimprovingthenovelviewsynthesisqualityofneuralradiationfield AT mingcui methodsandstrategiesforimprovingthenovelviewsynthesisqualityofneuralradiationfield AT xingfeng methodsandstrategiesforimprovingthenovelviewsynthesisqualityofneuralradiationfield AT yannalv methodsandstrategiesforimprovingthenovelviewsynthesisqualityofneuralradiationfield |