Evaluation of the PROSAIL Model Capabilities for Future Hyperspectral Model Environments: A Review Study

Upcoming satellite hyperspectral sensors require powerful and robust methodologies for making optimum use of the rich spectral data. This paper reviews the widely applied coupled PROSPECT and SAIL radiative transfer models (PROSAIL), regarding their suitability for the retrieval of biophysical and biochemical variables in the context of agricultural crop monitoring. Evaluation was carried out using a systematic literature review of 281 scientific publications with regard to their (i) spectral exploitation, (ii) vegetation type analyzed, (iii) variables retrieved, and (iv) choice of retrieval methods. From the analysis, current trends were derived, and problems identified and discussed. Our analysis clearly shows that the PROSAIL model is well suited for the analysis of imaging spectrometer data from future satellite missions and that the model should be integrated in appropriate software tools that are being developed in this context for agricultural applications. The review supports the decision of potential users to employ PROSAIL for their specific data analysis and provides guidelines for choosing between the diverse retrieval techniques.

• Publication year

  2018

• Venue

  Remote Sensing

• Publication date

  2018-01-10

• Fields of study

  Agricultural and Food Sciences, Geology, Computer Science, Environmental Science

• Identifiers
  DOI 10.3390/RS10010085
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Improved estimation of leaf area index and leaf chlorophyll content of a potato crop using multi-angle spectral data - potential of unmanned aerial vehicle imagery

  2018cited by this paper
• Integrating remote sensing information with crop model to monitor wheat growth and yield based on simulation zone partitioning

  2018cited by this paper
• Retrieval of Biophysical Crop Variables from Multi-Angular Canopy Spectroscopy

  2017cited by this paper
• Exploitation of SAR and Optical Sentinel Data to Detect Rice Crop and Estimate Seasonal Dynamics of Leaf Area Index

  2017cited by this paper
• A radiative transfer model-based method for the estimation of grassland aboveground biomass

  2017cited by this paper
• Reassessment of the temperature-emissivity separation from multispectral thermal infrared data: Introducing the impact of vegetation canopy by simulating the cavity effect with the SAIL-Thermique model

  2017cited by this paper
• Retrieving LAI, chlorophyll and nitrogen contents in sugar beet crops from multi-angular optical remote sensing: Comparison of vegetation indices and PROSAIL inversion for field phenotyping

  2017cited by this paper
• Hyperspectral dimensionality reduction for biophysical variable statistical retrieval

  2017influential reference
• Comparative analysis of GF-1, HJ-1, and Landsat-8 data for estimating the leaf area index of winter wheat

  2017cited by this paper
• Joint Gaussian Processes for Biophysical Parameter Retrieval

  2017cited by this paper
• Randomized kernels for large scale Earth observation applications

  2017influential reference
• Assimilating leaf area index of three typical types of subtropical forest in China from MODIS time series data based on the integrated ensemble Kalman filter and PROSAIL model

  2017cited by this paper
• Radiative transfer models (RTMs) for field phenotyping inversion of rice based on UAV hyperspectral remote sensing

  2017influential reference
• PROSPECT-D: towards modeling leaf optical properties through a complete lifecycle

  2017influential reference
• Global sensitivity analysis of PROSAIL model parameters when simulating Moso bamboo forest canopy reflectance

  2016cited by this paper
• Estimating maize biomass and yield over large areas using high spatial and temporal resolution Sentinel-2 like remote sensing data

  2016cited by this paper
• Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis

  2016influential reference
• Inversion of radiative transfer model for retrieval of wheat biophysical parameters from broadband reflectance measurements

  2016cited by this paper
• Estimating the crop leaf area index using hyperspectral remote sensing

  2016cited by this paper
• Estimating potato leaf chlorophyll content using ratio vegetation indices

  2016cited by this paper
• Estimation of carotenoid content at the canopy scale using the carotenoid triangle ratio index from in situ and simulated hyperspectral data

  2016cited by this paper
• Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval

  2016cited by this paper
• Efficient Emulation of Radiative Transfer Codes Using Gaussian Processes and Application to Land Surface Parameter Inferences

  2016cited by this paper
• Fluspect-B: a model for leaf fluorescence, reflectance and transmittance spectra.

  2016cited by this paper
• Data Service Platform for Sentinel-2 Surface Reflectance and Value-Added Products: System Use and Examples

  2016cited by this paper
• Spectral band selection for vegetation properties retrieval using Gaussian processes regression

  2016influential reference
• Spectral anisotropy of subtropical deciduous forest using MISR and MODIS data acquired under large seasonal variation in solar zenith angle

  2015cited by this paper
• The EnMAP Spaceborne Imaging Spectroscopy Mission for Earth Observation

  2015influential reference
• Advances in remote sensing of vegetation function and traits

  2015cited by this paper
• The EnMAP-Box - A Toolbox and Application Programming Interface for EnMAP Data Processing

  2015cited by this paper
• Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods - A comparison

  2015influential reference
• The Impact of Sunlight Conditions on the Consistency of Vegetation Indices in Croplands - Effective Usage of Vegetation Indices from Continuous Ground-Based Spectral Measurements

  2015cited by this paper
• omparative analysis of different retrieval methods for mapping rassland leaf area index using airborne imaging spectroscopy

  2015influential reference
• Influence of acquisition time and resolution on wheat yield estimation at the field scale from canopy biophysical variables retrieved from SPOT satellite data

  2015cited by this paper
• Remote Sens

  2015influential reference
• [Impact of Vegetation Structure on Drought Indices Based on MODIS Spectrum].

  2015cited by this paper
• Estimation of Crop LAI using hyperspectral vegetation indices and a hybrid inversion method

  2015cited by this paper
• Proximal hyperspectral sensing and data analysis approaches for field-based plant phenomics

  2015influential reference
• Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties - A review

  2015influential reference
• Retrieving crop leaf tilt angle from imaging spectroscopy data

  2015cited by this paper
• Retrieval of wheat leaf area index from AWiFS multispectral data using canopy radiative transfer simulation

  2014cited by this paper
• Biophysical Applications of Satellite Remote Sensing

  2014cited by this paper
• Estimation of water-related biochemical and biophysical vegetation properties using multitemporal airborne hyperspectral data and its comparison to MODIS spectral response

  2014cited by this paper
• Inversion of the PROSAIL model to estimate leaf area index of maize, potato, and sunflower fields from unmanned aerial vehicle hyperspectral data

  2014cited by this paper
• Leaf and canopy water content estimation in cotton using hyperspectral indices and radiative transfer models

  2014cited by this paper
• Optimizing LUT-Based RTM Inversion for Semiautomatic Mapping of Crop Biophysical Parameters from Sentinel-2 and -3 Data: Role of Cost Functions

  2014cited by this paper
• Correction of Reflectance Anisotropy Effects of Vegetation on Airborne Spectroscopy Data and Derived Products

  2014cited by this paper
• [Estimating canopy water content in wheat based on new vegetation water index].

  2014cited by this paper
• Enhanced biomass prediction by assimilating satellite data into a crop growth model

  2014cited by this paper
• A hyperspectral indicator system for rangeland degradation on the Tibetan Plateau: A case study towards spaceborne monitoring

  2014cited by this paper
• Photographic measurement of leaf angles in field crops

  2014cited by this paper
• Newly Combined Spectral Indices to Improve Estimation of Total Leaf Chlorophyll Content in Cotton

  2014cited by this paper
• SAILHFlood: A radiative transfer model for flooded vegetation

  2013cited by this paper
• Suitability and adaptation of PROSAIL radiative transfer model for hyperspectral grassland studies

  2013cited by this paper
• Empirical and Physical Estimation of Canopy Water Content from CHRIS/PROBA Data

  2013cited by this paper
• Twenty five years of remote sensing in precision agriculture: Key advances and remaining knowledge gaps

  2013cited by this paper
• View-illumination effects on hyperspectral vegetation indices in the Amazonian tropical forest

  2013influential reference
• A PRI-based water stress index combining structural and chlorophyll effects: Assessment using diurnal narrow-band airborne imagery and the CWSI thermal index

  2013cited by this paper
• Validation of coarse spatial resolution LAI and FAPAR time series over cropland in southwest France

  2013cited by this paper
• The assimilation of spectral sensing and the WOFOST model for the dynamic simulation of cadmium accumulation in rice tissues

  2013cited by this paper
• Satellite retrievals of leaf chlorophyll and photosynthetic capacity for improved modeling of GPP

  2013cited by this paper
• Evaluating the capabilities of Sentinel-2 for quantitative estimation of biophysical variables in vegetation

  2013cited by this paper
• Multiple Cost Functions and Regularization Options for Improved Retrieval of Leaf Chlorophyll Content and LAI through Inversion of the PROSAIL Model

  2013influential reference
• A visible band index for remote sensing leaf chlorophyll content at the canopy scale

  2013cited by this paper
• Influence of data acquisition geometry on soybean spectral response simulated by the prosail model

  2013influential reference
• Optimal Exploitation of the Sentinel-2 Spectral Capabilities for Crop Leaf Area Index Mapping

  2012cited by this paper
• ntercomparison and quality assessment of MERIS , MODIS and SEVIRI FAPAR roducts over the Iberian Peninsula

  2012cited by this paper
• Using Hyperspectral Remote Sensing Data for Retrieving Canopy Chlorophyll and Nitrogen Content

  2012cited by this paper
• Spatially constrained inversion of radiative transfer models for improved LAI mapping from future Sentinel-2 imagery

  2012cited by this paper
• Evaluation of near-surface soil water status through the inversion of soil–canopy radiative transfer models in the reflective optical domain

  2012cited by this paper
• Inversion of a Radiative Transfer Model for Estimation of Rice Canopy Chlorophyll Content Using a Lookup-Table Approach

  2012influential reference
• Synergies Between VSWIR and TIR Data for the Urban Environment: An Evaluation of the Potential for the Hyperspectral Infrared Imager (HyspIRI)

  2012cited by this paper
• Estimating canopy water content from spectroscopy

  2012cited by this paper
• Improving the Robustness of Cotton Status Characterisation by Radiative Transfer Model Inversion of Multi-Angular CHRIS/PROBA Data

  2012influential reference
• Remote Sensing of Environment

  2012cited by this paper
• Mapping spatio-temporal variation of grassland quantity and quality using MERIS data and the PROSAIL model

  2012cited by this paper
• Modeling the impact of spectral sensor configurations on the FLD retrieval accuracy of sun-induced chlorophyll fluorescence

  2011cited by this paper
• LAI assessment of wheat and potato crops by VENμS and Sentinel-2 bands

  2011cited by this paper
• Assimilation of Remote Sensing and Crop Model for LAI Estimation Based on Ensemble Kaiman Filter

  2011cited by this paper
• Optimal modalities for radiative transfer-neural network estimation of canopy biophysical characteristics: Evaluation over an agricultural area with CHRIS/PROBA observations

  2011influential reference
• Remote Sensing of Vegetation: Principles, Techniques, and Applications

  2011cited by this paper
• Comparing narrow and broad-band vegetation indices to estimate leaf chlorophyll content in planophile crop canopies

  2011cited by this paper
• Evaluation of Sentinel-2 Spectral Sampling for Radiative Transfer Model Based LAI Estimation of Wheat, Sugar Beet, and Maize

  2011influential reference
• Estimation of maize canopy properties from remote sensing by inversion of 1-D and 4-D models

  2010cited by this paper
• Relationship of bidirectional reflectance of wheat with biophysical parameters and its radiative transfer modeling using PROSAIL

  2010cited by this paper
• Earth Observation products for operational irrigation management in the context of the PLEIADeS project

  2010influential reference
• The PRISMA payload optomechanical design, a high performance instrument for a new hyperspectral mission

  2009cited by this paper
• Retrieving Leaf Area Index (LAI) Using Remote Sensing: Theories, Methods and Sensors

  2009cited by this paper
• Experimental assessment of the Sentinel-2 band setting for RTM-based LAI retrieval of sugar beet and maize

  2009cited by this paper
• Physically based retrieval of crop characteristics for improved water use estimates

  2009influential reference
• PROSPECT+SAIL models: A review of use for vegetation characterization

  2009influential reference
• An integrated model of soil-canopy spectral radiances, photosynthesis, fluorescence, temperature and energy balance

  2009cited by this paper
• Enhanced Automated Canopy Characterization from Hyperspectral Data by a Novel Two Step Radiative Transfer Model Inversion Approach

  2009cited by this paper
• Utility of an image-based canopy reflectance modeling tool for remote estimation of LAI and leaf chlorophyll content at the field scale

  2009cited by this paper
• Albedo and LAI estimates from FORMOSAT-2 data for crop monitoring

  2009cited by this paper
• Estimation of leaf and canopy water content in poplar plantations by means of hyperspectral indices and inverse modeling

  2008cited by this paper
• Remote Estimation of Crop Chlorophyll Content Using Spectral Indices Derived From Hyperspectral Data

  2008cited by this paper
• Calibration and validation of hyperspectral indices for the estimation of broadleaved forest leaf chlorophyll content, leaf mass per area, leaf area index and leaf canopy biomass

  2008cited by this paper
• Inversion of a radiative transfer model for estimating vegetation LAI and chlorophyll in a heterogeneous grassland

  2008cited by this paper
• Seasonal variations of leaf area index of agricultural fields retrieved from Landsat data

  2008cited by this paper

• A Hybrid RTM-Informed Machine Learning Framework with Crop-Specific Canopy Structural Parameterization for Crop Fractional Vegetation Cover Estimation

  2026cites this paper
• Exploring the hyperspectral response of leaf chlorophyll content under canopy structure and soil background variability

  2026cites this paper
• From plot to field: A practical and robust model for rapeseed LAI inversion using a consumer-grade UAV RGB imaging platform

  2026cites this paper
• Testing the accuracy and transferability of remotely sensed biomass models across heterogeneous grasslands

  2026cites this paper
• PROSAIL-DNN: a fine-tuning transfer learning framework for field-scale oat leaf area index monitoring from UAV imagery

  2026cites this paper
• Spatiotemporal variability of leaf functional traits in central European floodplain forests: integrating in-situ, hyperspectral, and Sentinel-2 data with RTM, PLSR, and neural networks

  2026cites this paper
• Retrieving forest LAI from Landsat via 3D look-up table generated by realistic LiDAR scenes

  2026cites this paper
• Varying sensitivities of RED-NIR-based vegetation indices to the input reflectance affect the detected long-term trends

  2026cites this paper
• Individual sapling-level leaf chlorophyll content estimation in Ginkgo biloba with weed background: A novel deep-learning approach coupling APUNet-YOLO with PROSAIL-DNN

  2026cites this paper
• Transfer learning-based soybean LAI estimations by integrating PROSAIL, UAV, and PlanetScope imagery

  2026cites this paper
• Mitigating the phenological influence on spectroscopic quantification of rice blast disease severity with extended PROSAIL simulations

  2026cites this paper
• Hyperspectral Remote Sensing for Monitoring Crop Disease: Applications, challenges, and perspectives

  2026cites this paper
• Epistemic and aleatoric uncertainty in optical vegetation trait retrieval: Concepts, Methods, and Outlook

  2026cites this paper
• Physics-informed and prior-data driven: A hybrid Stacking framework for rice growth parameter inversion

  2026cites this paper
• Modeling 3D radiative transfer for maize traits retrieval: A growth stage-dependent study on hyperspectral sensitivity to field geometry, soil moisture, and leaf biochemistry

  2025cites this paper
• PyEOGPR: A Python package for vegetation trait mapping with Gaussian Process Regression on Earth observation cloud platforms

  2025cites this paper
• Development and assessment of Leaf Area Index of Russia's vegetation cover based on multi-angular observations by KMSS (Meteor-M) and neural network inversion of PROSAIL model

  2025cites this paper
• Investigating the Influence of the Weed Layer on Crop Canopy Reflectance and LAI Inversion Using Simulations and Measurements in a Sugarcane Field

  2025cites this paper
• Enhancing carbon flux estimation in a crop growth model by integrating UAS-derived leaf area index

  2025cites this paper
• RTM Surrogate Modeling in Optical Remote Sensing: A Review of Emulation for Vegetation and Atmosphere Applications

  2025cites this paper
• Dimensionality optimized machine learning retrieval of canopy chlorophyll, nitrogen, and phosphorus from google satellite embeddings

  2025cites this paper
• Improving the performance of plant nitrogen assessment in drip-irrigated potatoes using optimized spectral indices-based machine learning

  2025cites this paper
• Prediction of maize chlorophyll nitrogen content using visible and near-infrared spectroscopy

  2025cites this paper
• Deep Imbalanced Multi-Target Regression: 3D Point Cloud Voxel Content Estimation in Simulated Forests

  2025cites this paper
• Archetypal crop trait dynamics for enhanced retrieval of biophysical parameters from Sentinel-2 MSI

  2025cites this paper
• A leaf chlorophyll vegetation index with reduced LAI effect based on Sentinel-2 multispectral red-edge information

  2025cites this paper
• Physics-Driven Machine-Learning Retrieval and Uncertainty Quantification of Crop Leaf Area Index

  2025cites this paper
• Integrating Recurrent-KAN With SAM Adapter for Blind Hyperspectral Unmixing

  2025cites this paper
• Inversion of winter wheat canopy chlorophyll content using angle-insensitive UAV-based spectral indices

  2025cites this paper
• Leveraging transfer learning and leaf spectroscopy for leaf trait prediction with broad spatial, species, and temporal applicability

  2025cites this paper
• Landscape Canopy Chlorophyll and Nitrogen Content Retrieval from EnMAP Hyperspectral Image

  2025cites this paper
• Improving potato leaf chlorophyll content prediction using a machine learning model with a hybrid dataset

  2025cites this paper
• Enhancing potato leaf protein content, carbon-based constituents, and leaf area index monitoring using radiative transfer model and deep learning

  2025cites this paper
• Machine learning-enabled UAV hyperspectral identification of tomato spotted wilt virus in tobacco

  2025cites this paper
• ASAS-NANP symposium: mathematical modeling in animal nutrition: application of modeling innovations to support satellite remote sensing for sustainable grazing cattle management

  2025influential citation
• A Novel Hybrid-DCNN-Based Framework for Enhanced Rice Aboveground Biomass Estimation Under Limited Samples

  2025cites this paper
• A GEE TSEB workflow for daily high-resolution fully remote sensing evapotranspiration: Validation over four crops in semi-arid conditions and comparison with the SSEBop experimental product

  2025cites this paper
• UAV-based stomatal conductance estimation under water stress using the PROSAIL model coupled with meteorological factors

  2025cites this paper
• The utility of Radiative Transfer Models (RTM) on remotely sensed data in retrieving biophysical and biochemical properties of terrestrial biomes: A Systematic Review

  2025cites this paper
• Comparing methods for solar-induced fluorescence efficiency estimation using radiative transfer modelling and airborne diurnal measurements of barley crops

  2025cites this paper
• Leveraging UAV Hyperspectral Imaging for Crop Physiology and Biochemistry: A Comprehensive Review of Feature Extraction and Selection Methods

  2025cites this paper
• Scaling-up plant chlorophyll retrieval from proximal to UAV-borne hyperspectral data using a Gaussian process hybrid model

  2025influential citation
• A hybrid method for water stress evaluation of rice with the radiative transfer model and multidimensional imaging

  2025cites this paper
• Mitigating NDVI saturation in imagery of dense and healthy vegetation

  2025cites this paper
• Estimating Wheat Traits Using Artificial Neural Network-Based Radiative Transfer Model Inversion

  2025cites this paper
• Evaluating epistemic uncertainty estimation strategies in vegetation trait retrieval using hybrid models and imaging spectroscopy data

  2024cites this paper
• Prediction of rice yield using sensors mounted on unmanned aerial vehicle

  2024cites this paper
• Monitoring cropland LAI using Gaussian Process Regression and sentinel – 2 surface reflectance data in Google Earth Engine

  2024influential citation
• Retrieval of Crop Canopy Chlorophyll: Machine Learning vs. Radiative Transfer Model

  2024cites this paper
• Detection of a vascular wilt disease in potato ('Blackleg') based on UAV hyperspectral imagery: Can structural features from LiDAR or SfM improve plant-wise classification accuracy?

  2024cites this paper
• Temporal dynamics of leaf area index and land surface temperature correlation using Sentinel-2 and Landsat OLI data

  2024cites this paper
• Towards a Semantic Sensor Spectral Data Framework: A Case for In-Situ Water Spectroradiometry

  2024cites this paper
• Vegetation spectra as an integrated measure to explain underlying soil characteristics: a review of recent advances

  2024cites this paper
• Advances in vegetation mapping through remote sensing and machine learning techniques: a scientometric review

  2024cites this paper
• Efficient crop segmentation net and novel weed detection method

  2024cites this paper
• Application of unmanned aerial vehicle optical remote sensing in crop nitrogen diagnosis: A systematic literature review

  2024cites this paper
• A novel vegetation-water resistant soil moisture index for remotely assessing soil surface moisture content under the low-moderate wheat cover

  2024cites this paper
• OptiSAIL: a system for the simultaneous retrieval of soil, leaf, and canopy parameters and its application to Sentinel-3 Synergy (OLCI+SLSTR) top-of-canopy reflectances

  2024cites this paper
• Evaluation of the monitoring capability of various vegetation indices and mainstream satellite band settings for grassland drought

  2024cites this paper
• Integrating Sentinel-2 Imagery and Machine Learning for Crop Damage Evaluation in Thai Agriculture

  2024cites this paper
• Seasonal and vertical variation in canopy structure and leaf spectral properties determine the canopy reflectance of a rice field

  2024cites this paper
• Development of a new indicator for identifying vegetation destruction events using remote sensing data

  2024cites this paper
• A Machine-Learning-Assisted Classification Algorithm for the Detection of Archaeological Proxies (Cropmarks) Based on Reflectance Signatures

  2024cites this paper
• Combing transfer learning with the OPtical TRApezoid Model (OPTRAM) to diagnosis small-scale field soil moisture from hyperspectral data

  2024cites this paper
• Mapping mangrove functional traits from Sentinel-2 imagery based on hybrid models coupled with active learning strategies

  2024cites this paper
• Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere Retrieval of Vegetation Traits Applied to PRISMA and EnMAP Imagery

  2024cites this paper
• Estimation of wheat biophysical variables through UAV hyperspectral remote sensing using machine learning and radiative transfer models

  2024cites this paper
• Analyzing winter-wheat biochemical traits using hyperspectral remote sensing and deep learning

  2024cites this paper
• Lightweight cabbage segmentation network and improved weed detection method

  2024cites this paper
• Retrieval of purification ability of urban forest to SO2 stress based on the coupling of radiative transfer and AO-DELM models

  2024cites this paper
• Assessing wheat genotype response under combined nitrogen and water stress scenarios coupling high-resolution optical and thermal sensors with radiative transfer models

  2024cites this paper
• Modeling strategies and influencing factors in retrieving canopy equivalent water thickness of mangrove forest with Sentinel-2 image

  2024cites this paper
• Plant trait retrieval from hyperspectral data: Collective efforts in scientific data curation outperform simulated data derived from the PROSAIL model

  2024cites this paper
• 3D radiative transfer modeling of almond canopy for nitrogen estimation by hyperspectral imaging

  2024cites this paper
• Remote Sensing Inversion of Vegetation Parameters With IPROSAIL-Net

  2024cites this paper
• Daily monitoring of Effective Green Area Index and Vegetation Chlorophyll Content from continuous acquisitions of a multi-band spectrometer over winter wheat

  2024cites this paper
• PROSAIL-Net: A transfer learning-based dual stream neural network to estimate leaf chlorophyll and leaf angle of crops from UAV hyperspectral images

  2024cites this paper
• Combining UAV Multispectral Imaging and PROSAIL Model to Estimate LAI of Potato at Plot Scale

  2024cites this paper
• Multispectral imaging and terrestrial laser scanning for the detection of drought-induced paraheliotropic leaf movement in soybean

  2024cites this paper
• Water content estimation of conifer needles using leaf-level hyperspectral data

  2024cites this paper
• Inferring global terrestrial carbon fluxes from the synergy of Sentinel 3 & 5P with Gaussian process hybrid models

  2024cites this paper
• Investigating the impact of hyperspectral reconstruction techniques on the quantitative inversion of rice physiological parameters: A case study using the MST++ model

  2024cites this paper
• Enhancing field soil moisture content monitoring using laboratory-based soil spectral measurements and radiative transfer models

  2024cites this paper
• Unveiling the transferability of PLSR models for leaf trait estimation: lessons from a comprehensive analysis with a novel global dataset.

  2024cites this paper
• Estimating crop leaf area index and chlorophyll content using a deep learning-based hyperspectral analysis method

  2024cites this paper
• Mapping Leaf Area Index at Various Rice Growth Stages in Southern India Using Airborne Hyperspectral Remote Sensing

  2024cites this paper
• Estimating Grassland Biophysical Parameters in the Cantabrian Mountains Using Radiative Transfer Models in Combination with Multiple Endmember Spectral Mixture Analysis

  2024cites this paper
• 64. Improving the generalization ability of random forest for potato chlorophyll estimation through integrating experimental and simulated canopy spectral data

  2023cites this paper
• The role of remote sensing in tropical grassland nutrient estimation: a review

  2023cites this paper
• Methodological evolution of potato yield prediction: a comprehensive review

  2023cites this paper
• Cloud-Free Global Maps of Essential Vegetation Traits Processed from the TOA Sentinel-3 Catalogue in Google Earth Engine

  2023cites this paper
• Integration of Canopy Water Removal and Spectral Triangle Index for Improved Estimations of Leaf Nitrogen and Grain Protein Concentrations in Winter Wheat

  2023cites this paper
• Estimation of Leaf Area Index Over Heterogeneous Regions Using the Vegetation Type Information and PROSAIL Model

  2023cites this paper
• Estimation of Aboveground Vegetation Carbon Storage in Coastal Salt Marshes based on ZhuHai-1 Hyperspectral Satellite Images

  2023cites this paper
• MISPEL: A Multi-Crop Spectral Library for Statistical Crop Trait Retrieval and Agricultural Monitoring

  2023cites this paper
• A Generic Model to Estimate Wheat LAI over Growing Season Regardless of the Soil-Type Background

  2023cites this paper
• Remote Sensing Grassland Productivity Attributes: A Systematic Review

  2023cites this paper
• Synchronous Retrieval of LAI and Cab from UAV Remote Sensing: Development of Optimal Estimation Inversion Framework

  2023cites this paper
• From spectra to plant functional traits: Transferable multi-trait models from heterogeneous and sparse data

  2023cites this paper
• Mapping Wheat Take-All Disease Levels from Airborne Hyperspectral Images Using Radiative Transfer Models

  2023cites this paper