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- ---
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- license: cc-by-nc-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ configs:
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+ - config_name: labeled_all
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+ data_files: "labeled_all/all.csv"
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+ # data_files:
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+ # - split: all
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+ # path:
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+ # - "50_all_traits.csv"
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+ default: true
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+ description: "Labeled spectra data with trait measurements for supervised learning."
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+ - config_name: unlabeled
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+ data_files: "unlabeled/*.csv"
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+ description: "Unlabeled spectra data for semi-supervised or self-supervised learning."
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+
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+ - config_name: labeled_splits
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+ data_files:
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+ - split: train
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+ path:
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+ - "labeled_splits/train.csv"
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+ - split: test
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+ path: "labeled_splits/test.csv"
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+ description: "A stratified splitting of the labeled data."
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+ ---
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+ # 🌱 GreenHySpectra: A multi-source hyperspectral dataset for global vegetation trait prediction 🌱
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+
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+ GreenHySpectra is a collection of hyperspectral reflectance data of vegetation from different sources. It is intended for Regression machine learning task for plant trait prediction with self and semi-supervised learning.
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+
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+ ## 📁 Configurations
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+ ### 1. `GreenHySpectra: Unlabeled Set`
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+ - Files: all CSVs under `unlb/`
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+ - Contains:
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+ - Sample ID
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+ - Spectral bands (400-2450 nm) >> 1721 bands
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+
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+ | Column | Description |
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+ |----------------|-----------------------------------------|
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+ | 400 | Reflectance at 400nm |
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+ | ... | More spectral bands |
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+ | 2450 | Reflectance at 2450nm |
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+ ---
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+ ### 2. `Labeled set`
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+ - File: `50_all_traits.csv`
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+ - Contains:
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+ - Sample ID
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+ - Dataset ID
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+ - Spectral bands (400-2450 nm) >> 1721 bands
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+ - Trait measurements (e.g., leaf chlorophyll, nitrogen content etc.)
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+
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+ | Column | Description |
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+ |----------------|-----------------------------------------|
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+ | dataset | Reference to the source of the dataset |
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+ | 400 | Reflectance at 400nm |
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+ | ... | More spectral bands |
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+ | 2450 | Reflectance at 2450nm |
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+ | Cp | Nitrogen content (g/m²) |
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+ | Cm | Leaf mass per area (g/m²) |
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+ | Cw | Leaf water content (cm) |
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+ | LAI | Leaf area index (m²/m²) |
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+ | Cab | Leaf chrolophyll content (µg/m²) |
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+ | Car | Leaf carotenoids content (µg/m²) |
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+ | Anth | Leaf anthocynins content (µg/m²) |
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+ ---
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+ license: cc-by-nc-4.0
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+ ---