arXiv Open Access 2024

Hyperspectral Unmixing of Agricultural Images taken from UAV Using Adapted U-Net Architecture

Vytautas Paura Virginijus Marcinkevičius

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Abstrak

The hyperspectral unmixing method is an algorithm that extracts material (usually called endmember) data from hyperspectral data cube pixels along with their abundances. Due to a lower spatial resolution of hyperspectral sensors data in each of the pixels may contain mixed information from multiple endmembers. In this paper we create a hyperspectral unmixing dataset, created from blueberry field data gathered by a hyperspectral camera mounted on a UAV. We also propose a hyperspectral unmixing algorithm based on U-Net network architecture to achieve more accurate unmixing results on existing and newly created hyperspectral unmixing datasets.

Topik & Kata Kunci

eess.IV cs.CV

Penulis (2)

Vytautas Paura

Virginijus Marcinkevičius

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APA MLA BibTeX

Paura, V., Marcinkevičius, V. (2024). Hyperspectral Unmixing of Agricultural Images taken from UAV Using Adapted U-Net Architecture. https://arxiv.org/abs/2409.19701

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Informasi Jurnal

Tahun Terbit: 2024
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓