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Latent Diffusion Model for Chlorophyll Remote Sensing Spectral Synthesis Integrating Bio-Optical Priors and Band Attention Mechanisms

Global freshwater resources face severe water quality degradation, with chlorophyll-a (Chl-a) concentration serving as a critical eutrophication indicator. While deep learning methods enable accurate Chl-a retrieval from remote sensing reflectance (Rrs) spectra, the scarcity of paired Rrs-Chl-a samp...

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Principais autores: Jinming Liu, Haoran Zhang, Jianlong Huang, Hanbin Wen, Qinpei Chen, Jiayi Liu, Chaowen Wen, Huiling Tang, Zhaohua Sun
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-04-01
coleção:Applied Sciences
Assuntos:
aquatic optics
generative models
domain knowledge integration
dataaugmentation
earth observation
water quality
Acesso em linha:https://www.mdpi.com/2076-3417/16/8/3892
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