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Combined Soil Spectra Dataset

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arXiv2025-09-30 收录
下载链接:
https://github.com/GEMINI-Breeding/SOGM_soil_spectra_simulation
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资源简介:
该数据集是一个包含近18万土壤光谱-属性对的综合性数据集,这些数据来自17个不同的数据集,其中包括重复扫描的数据,以增强训练集。该数据集对噪声段进行了校正,并对波长范围进行了标准化,使其达到400至2499纳米。规模上,数据集包含近18万个土壤光谱。任务旨在基于土壤属性,训练一个生成模型以模拟土壤反射光谱。

This is a comprehensive dataset containing nearly 180,000 soil spectrum-property pairs, which are collected from 17 distinct datasets including repeatedly scanned samples to augment the training set. Noise segments in the spectra have been corrected, and the wavelength range has been standardized to 400–2499 nm. In total, the dataset encompasses nearly 180,000 soil spectra. The task aims to train a generative model to simulate soil reflectance spectra based on soil properties.
提供机构:
Multiple manufacturers including FOSS NIRSystems, ASD Inc., Bruker Optics, Spectral Evolution, Si-Ware Systems, etc.
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