DASNeRF: depth consistency optimization, adaptive sampling, and hierarchical structural fusion for sparse view neural radiance fields

Yongshuo Zhang; Guangyuan Zhang; Kefeng Li; Zhenfang Zhu; Peng Wang; Zhenfei Wang; Chen Fu; Xiaotong Li; Zhiming Fan; Yongpeng Zhao

doi:10.1371/journal.pone.0321878

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Open Access

Peer-reviewed

Research Article

DASNeRF: depth consistency optimization, adaptive sampling, and hierarchical structural fusion for sparse view neural radiance fields

Yongshuo Zhang,

Roles Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯
Guangyuan Zhang ,

Roles Conceptualization, Project administration, Writing – review & editing

* E-mail: sdjt305azgy@163.com

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China

https://orcid.org/0000-0002-5496-1419

⨯
Kefeng Li,

Roles Supervision

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯
Zhenfang Zhu,

Roles Funding acquisition

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯
Peng Wang,

Roles Formal analysis

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯
Zhenfei Wang,

Roles Investigation

Affiliation Shandong Zhengyuan Yeda Environmental Technology Co., Ltd, Jinan, Shandong, China
⨯
Chen Fu,

Roles Resources

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯
Xiaotong Li,

Roles Validation

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯
Zhiming Fan,

Roles Project administration

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯
Yongpeng Zhao

Roles Project administration

Affiliation School of Information Science and Electrical Engineering, Shandong Jiaotong University, Jinan, Shandong, China
⨯

DASNeRF: depth consistency optimization, adaptive sampling, and hierarchical structural fusion for sparse view neural radiance fields

Yongshuo Zhang,
Guangyuan Zhang,
Kefeng Li,
Zhenfang Zhu,
Peng Wang,
Zhenfei Wang,
Chen Fu,
Xiaotong Li,
Zhiming Fan,
Yongpeng Zhao

Published: May 12, 2025
https://doi.org/10.1371/journal.pone.0321878

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