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Hyperspectral Neural Radiance Field Method Based on Reference Spectrum
Zhejiang Univ, Coll Opt Sci & Engn, Natl Engn Res Ctr Opt Instruments, Ctr Opt & Electromagnet Res, Hangzhou 310058, Peoples R China..
KTH, Skolan för elektroteknik och datavetenskap (EECS), Elektroteknik, Elektromagnetism och fusionsfysik. Zhejiang Univ, Coll Opt Sci & Engn, Natl Engn Res Ctr Opt Instruments, Ctr Opt & Electromagnet Res, Hangzhou 310058, Peoples R China..ORCID-id: 0000-0002-3401-1125
2024 (Engelska)Ingår i: IEEE Access, E-ISSN 2169-3536, Vol. 12, s. 133018-133029Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

The Neural Radiance Field (NeRF) method for datasets is gaining attention for its wide applications and research value. Hyperspectral images have also gained many applications in recent years. This paper proposes a hyperspectral NeRF method based on reference spectrum, combines both NeRF and hyperspectral imaging. The method fully utilizes the features of hyperspectral data to obtain more consistent spectral characteristics and higher-quality synthesized images. Various experiments demonstrate that our method effectively improves the quality and spectral consistency of images generated at new angles of views with various training set sizes, compared with the original hyperspectral NeRF method. Additionally, the present method provides a convenient way to render images under different light sources with various spectra, expanding the potential applications of hyperspectral NeRF.

Ort, förlag, år, upplaga, sidor
Institute of Electrical and Electronics Engineers (IEEE) , 2024. Vol. 12, s. 133018-133029
Nyckelord [en]
Hyperspectral imaging, Neural radiance field, Neural networks, Vectors, Light sources, Training, Three-dimensional displays, 3D, NeRF, novel view synthesis, reference spectrum
Nationell ämneskategori
Datorgrafik och datorseende
Identifikatorer
URN: urn:nbn:se:kth:diva-355199DOI: 10.1109/ACCESS.2024.3459917ISI: 001327303300001Scopus ID: 2-s2.0-85204239721OAI: oai:DiVA.org:kth-355199DiVA, id: diva2:1907691
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QC 20241023

Tillgänglig från: 2024-10-23 Skapad: 2024-10-23 Senast uppdaterad: 2025-02-07Bibliografiskt granskad

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He, Sailing

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