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PadSpectra: A Transformer-based Mixture-of-Experts AutoEncoder for Leafand soil Spectral Reconstruction in the Solar Range

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Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s00442-019-04554-2openalex-snapshot
Visible and near-infrared hyperspectral indices explain more variation in lower-crown leaf nitrogen concentrations in autumn than in summer
inferredcites →https://doi.org/10.1016/0034-4257(93)90022-popenalex-snapshot
Inversion of the PROSPECT + SAIL canopy reflectance model from AVIRIS equivalent spectra: Theoretical study
inferredcites →https://doi.org/10.1016/j.biosystemseng.2014.03.003openalex-snapshot
Rapid estimation of soil engineering properties using diffuse reflectance near infrared spectroscopy
inferredcites →https://doi.org/10.1016/j.compag.2022.106845openalex-snapshot
Extraction of reflectance spectra features for estimation of surface, subsurface, and profile soil properties
inferredcites →https://doi.org/10.1016/j.geoderma.2010.02.012openalex-snapshot
Increased sample point density in farm soil mapping by local calibration of visible and near infrared prediction models
inferredcites →https://doi.org/10.1016/j.geoderma.2018.12.021openalex-snapshot
Influence of soil sample preparation on the quantification of NPK content via spectroscopy
inferredcites →https://doi.org/10.1016/j.geoderma.2025.117337openalex-snapshot
LimeSoDa: A dataset collection for benchmarking of machine learning regressors in digital soil mapping
inferredcites →https://doi.org/10.1016/j.jag.2024.103842openalex-snapshot
Reconstructing fresh green leaf spectra in the SWIR-2 region (2001–2500 nm) collected in a humid environment by referring to publicly available green leaf spectral databases
inferredcites →https://doi.org/10.1016/j.rse.2008.01.026openalex-snapshot
PROSPECT+SAIL models: A review of use for vegetation characterization
inferredcites →https://doi.org/10.1016/j.rse.2008.02.012openalex-snapshot
PROSPECT-4 and 5: Advances in the leaf optical properties model separating photosynthetic pigments
inferredcites →https://doi.org/10.1016/j.rse.2015.07.007openalex-snapshot
Applicability of the PROSPECT model for estimating protein and cellulose + lignin in fresh leaves
inferredcites →https://doi.org/10.1016/j.rse.2015.08.007openalex-snapshot
Relationship between surface soil water content, evaporation rate, and water absorption band depths in SWIR reflectance spectra
inferredcites →https://doi.org/10.1016/j.rse.2016.08.003openalex-snapshot
Linking seasonal foliar traits to VSWIR-TIR spectroscopy across California ecosystems
inferredcites →https://doi.org/10.1016/j.rse.2016.09.021openalex-snapshot
A model and measurement comparison of diurnal cycles of sun-induced chlorophyll fluorescence of crops
inferredcites →https://doi.org/10.1016/j.rse.2017.03.004openalex-snapshot
PROSPECT-D: Towards modeling leaf optical properties through a complete lifecycle
inferredcites →https://doi.org/10.1016/j.rse.2018.03.028openalex-snapshot
Particle size effects on soil reflectance explained by an analytical radiative transfer model
inferredcites →https://doi.org/10.1016/j.rse.2018.07.031openalex-snapshot
MARMIT: A multilayer radiative transfer model of soil reflectance to estimate surface soil moisture content in the solar domain (400–2500 nm)
inferredcites →https://doi.org/10.1016/j.rse.2020.111870openalex-snapshot
The SPART model: A soil-plant-atmosphere radiative transfer model for satellite measurements in the solar spectrum
inferredcites →https://doi.org/10.1016/j.rse.2020.112043openalex-snapshot
Mapping three-dimensional variation in leaf mass per area with imaging spectroscopy and lidar in a temperate broadleaf forest
inferredcites →https://doi.org/10.1016/j.rse.2021.112350openalex-snapshot
Spectroscopic detection of rice leaf blast infection from asymptomatic to mild stages with integrated machine learning and feature selection
inferredcites →https://doi.org/10.1016/j.rse.2022.112951openalex-snapshot
MARMIT-2: An improved version of the MARMIT model to predict soil reflectance as a function of surface water content in the solar domain
inferredcites →https://doi.org/10.1016/j.rse.2022.113023openalex-snapshot
Characterizing seasonal variation in foliar biochemistry with airborne imaging spectroscopy
inferredcites →https://doi.org/10.1016/j.sigpro.2009.08.010openalex-snapshot
Digital image steganography: Survey and analysis of current methods
inferredcites →https://doi.org/10.1016/j.soilbio.2007.01.022openalex-snapshot
Application of near infrared reflectance (NIR) and fluorescence spectroscopy to analysis of microbiological and chemical properties of arctic soil
inferredcites →https://doi.org/10.1016/s0034-4257(01)00347-9openalex-snapshot
Relating soil surface moisture to reflectance
inferredcites →https://doi.org/10.1080/01431161.2012.743693openalex-snapshot
Influence of soil moisture content on spectral reflectance of bare soils in the 0.4–14 μm domain
inferredcites →https://doi.org/10.1093/jxb/erab255openalex-snapshot
Detection of the metabolic response to drought stress using hyperspectral reflectance
inferredcites →https://doi.org/10.1093/mnras/stz575openalex-snapshot
Deblending galaxy superpositions with branched generative adversarial networks
inferredcites →https://doi.org/10.1094/pdis-01-18-0054-reopenalex-snapshot
Integrating Spectroscopy with Potato Disease Management
inferredcites →https://doi.org/10.1109/access.2020.3026813openalex-snapshot
Wavelength Selection for Estimating Soil Organic Matter Contents Through the Radiative Transfer Model
inferredcites →https://doi.org/10.1111/1365-2745.13972openalex-snapshot
Plant spectra as integrative measures of plant phenotypes
inferredcites →https://doi.org/10.1111/ejss.12752openalex-snapshot
Robust soil mapping at the farm scale with vis–NIR spectroscopy
inferredcites →https://doi.org/10.1111/geb.13306openalex-snapshot
Plant spectral diversity as a surrogate for species, functional and phylogenetic diversity across a hyper‐diverse biogeographic region
inferredcites →https://doi.org/10.1111/nph.12895openalex-snapshot
Functional and biological diversity of foliar spectra in tree canopies throughout the Andes to Amazon region
inferredcites →https://doi.org/10.1111/nph.16123openalex-snapshot
From the Arctic to the tropics: multibiome prediction of leaf mass per area using leaf reflectance
inferredcites →https://doi.org/10.1111/nph.18204openalex-snapshot
Leaf spectroscopy reveals divergent inter‐ and intra‐species foliar trait covariation and trait–environment relationships across NEON domains
inferredcites →https://doi.org/10.1111/nph.18713openalex-snapshot
Predicting leaf traits across functional groups using reflectance spectroscopy
inferredcites →https://doi.org/10.1111/pce.14056openalex-snapshot
Source:sink imbalance detected with leaf‐ and canopy‐level spectroscopy in a field‐grown crop
inferredcites →https://doi.org/10.1111/sum.12952openalex-snapshot
The use of visible and near‐infrared spectroscopy for in‐situ characterization of agricultural soil fertility: A proposition of best practice by comparing scanning positions and spectrometers
inferredcites →https://doi.org/10.1117/1.jrs.14.034504openalex-snapshot
Atmospherically resistant vegetation water indices using the 970-nm water absorption feature
inferredcites →https://doi.org/10.1186/s12870-022-03823-2openalex-snapshot
Variation in morpho-physiological and metabolic responses to low nitrogen stress across the sorghum association panel
inferredcites →https://doi.org/10.1890/13-2110.1openalex-snapshot
Spectroscopic determination of leaf morphological and biochemical traits for northern temperate and boreal tree species
inferredcites →https://doi.org/10.2134/agronj2016.05.0260openalex-snapshot
Spectroscopic Determination of Leaf Nitrogen Concentration and Mass Per Area in Sweet Corn and Snap Bean
inferredcites →https://doi.org/10.2136/sssaj2002.7220openalex-snapshot
Moisture Effects on Soil Reflectance
inferredcites →https://doi.org/10.3389/fpls.2019.01185openalex-snapshot
Helios: A Scalable 3D Plant and Environmental Biophysical Modeling Framework
inferredcites →https://doi.org/10.3390/rs70303184openalex-snapshot
Improvement of Soil Moisture Retrieval from Hyperspectral VNIR-SWIR Data Using Clay Content Information: From Laboratory to Field Experiments
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