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Estimation of LAI and fractional cover from small footprint airborne laser scanning data based on gap fraction

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

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PROSPECT: A model of leaf optical properties spectra
inferredcites →https://doi.org/10.1016/0034-4257(93)90072-6openalex-snapshot
Importance of leaf area index and forest type when estimating photosynthesis in boreal forests
inferredcites →https://doi.org/10.1016/j.agrformet.2003.08.001openalex-snapshot
Review of methods for in situ leaf area index (LAI) determination
inferredcites →https://doi.org/10.1016/j.agrformet.2003.08.027openalex-snapshot
Review of methods for in situ leaf area index determination
inferredcites →https://doi.org/10.1016/j.agrformet.2004.02.005openalex-snapshot
Estimation of leaf area index and covered ground from airborne laser scanner (Lidar) in two contrasting forests
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Automatic thresholding for hemispherical canopy-photographs based on edge detection
inferredcites →https://doi.org/10.1016/j.rse.2003.06.003openalex-snapshot
A method to account for shoot scale clumping in coniferous canopy reflectance models
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Automatic detection of harvested trees and determination of forest growth using airborne laser scanning
inferredcites →https://doi.org/10.1016/j.rse.2004.03.009openalex-snapshot
Effects of different flying altitudes on biophysical stand properties estimated from canopy height and density measured with a small-footprint airborne scanning laser
inferredcites →https://doi.org/10.1016/j.rse.2004.05.013openalex-snapshot
LIDAR-based geometric reconstruction of boreal type forest stands at single tree level for forest and wildland fire management
inferredcites →https://doi.org/10.1016/j.rse.2004.05.015openalex-snapshot
Radiative transfer modeling within a heterogeneous canopy for estimation of forest fire fuel properties
inferredcites →https://doi.org/10.1016/j.rse.2004.10.013openalex-snapshot
Estimating forest canopy fuel parameters using LIDAR data
inferredcites →https://doi.org/10.1016/j.rse.2004.11.017openalex-snapshot
Use of coupled canopy structure dynamic and radiative transfer models to estimate biophysical canopy characteristics
inferredcites →https://doi.org/10.1016/j.rse.2005.10.006openalex-snapshot
Inversion of a forest reflectance model to estimate structural canopy variables from hyperspectral remote sensing data
inferredcites →https://doi.org/10.1016/s0034-4257(00)00119-xopenalex-snapshot
Measuring Fractional Cover and Leaf Area Index in Arid Ecosystems
inferredcites →https://doi.org/10.1016/s0034-4257(00)00184-xopenalex-snapshot
The GeoSail model: a simple addition to the SAIL model to describe discontinuous canopy reflectance
inferredcites →https://doi.org/10.1016/s0034-4257(01)00290-5openalex-snapshot
Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data
inferredcites →https://doi.org/10.1016/s0034-4257(02)00173-6openalex-snapshot
An improved strategy for regression of biophysical variables and Landsat ETM+ data
inferredcites →https://doi.org/10.1016/s0034-4257(03)00094-4openalex-snapshot
Retrieval of leaf area index in different vegetation types using high resolution satellite data
inferredcites →https://doi.org/10.1016/s0034-4257(03)00098-1openalex-snapshot
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inferredcites →https://doi.org/10.1016/s0034-4257(03)00140-8openalex-snapshot
Identifying species of individual trees using airborne laser scanner
inferredcites →https://doi.org/10.1016/s0034-4257(99)00052-8openalex-snapshot
Lidar Remote Sensing of the Canopy Structure and Biophysical Properties of Douglas-Fir Western Hemlock Forests
inferredcites →https://doi.org/10.1016/s0034-4257(99)00056-5openalex-snapshot
Direct and Indirect Estimation of Leaf Area Index, fAPAR, and Net Primary Production of Terrestrial Ecosystems
inferredcites →https://doi.org/10.1029/97jd01107openalex-snapshot
Leaf area index of boreal forests: Theory, techniques, and measurements
inferredcites →https://doi.org/10.1080/00031305.1985.10479448openalex-snapshot
Cautionary Note aboutR2
inferredcites →https://doi.org/10.1080/0143116031000139962openalex-snapshot
Cover: Predicting habitat quality for Great Tits (Parus major) with airborne laser scanning data
inferredcites →https://doi.org/10.1093/oxfordjournals.aob.a083148openalex-snapshot
Comparative Physiological Studies on the Growth of Field Crops: I. Variation in Net Assimilation Rate and Leaf Area between Species and Varieties, and within and between Years
inferredcites →https://doi.org/10.1109/36.649788openalex-snapshot
Estimation of global leaf area index and absorbed par using radiative transfer models
inferredcites →https://doi.org/10.1109/36.885208openalex-snapshot
Modeling lidar returns from forest canopies
inferredcites →https://doi.org/10.1109/36.921414openalex-snapshot
A segmentation-based method to retrieve stem volume estimates from 3-D tree height models produced by laser scanners
inferredcites →https://doi.org/10.1109/36.951085openalex-snapshot
Modeling lidar waveforms in heterogeneous and discrete canopies
inferredcites →https://doi.org/10.1109/lgrs.2005.856706openalex-snapshot
Inversion of a Lidar Waveform Model for Forest Biophysical Parameter Estimation
inferredcites →https://doi.org/10.1117/12.157053openalex-snapshot
79-channel airborne imaging spectrometer
inferredcites →https://doi.org/10.1214/ss/1177013622openalex-snapshot
Influential Observations, High Leverage Points, and Outliers in Linear Regression
inferredcites →https://doi.org/10.2307/2683704openalex-snapshot
Cautionary Note about R 2
inferredcites →https://doi.org/10.2737/rmrs-rp-4openalex-snapshot
FARSITE: Fire Area Simulator-model development and evaluation
inferredcites →https://doi.org/10.5589/m03-026openalex-snapshot
Using airborne and ground-based ranging lidar to measure canopy structure in Australian forests

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Airborne Remote Sensing at Millimeter Wave Frequencies
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A simple and integrated approach for fire severity assessment using bi-temporal airborne LiDAR data
inferred← citeshttps://doi.org/10.1016/j.jag.2019.03.005openalex-snapshot
Estimation of sub-canopy solar radiation from LiDAR discrete returns in mixed temporal forest of Białowieża, Poland
inferred← citeshttps://doi.org/10.1016/j.jag.2019.101923openalex-snapshot
Calculation of leaf area index in a Canadian boreal forest using adaptive voxelization and terrestrial LiDAR
inferred← citeshttps://doi.org/10.1016/j.jag.2022.102754openalex-snapshot
Assessing post-fire forest structure recovery by combining LiDAR data and Landsat time series in Mediterranean pine forests
inferred← citeshttps://doi.org/10.1016/j.jag.2022.103074openalex-snapshot
Individual tree-based vs pixel-based approaches to mapping forest functional traits and diversity by remote sensing
inferred← citeshttps://doi.org/10.1016/j.jag.2022.103128openalex-snapshot
Improving leaf chlorophyll content estimation through constrained PROSAIL model from airborne hyperspectral and LiDAR data
inferred← citeshttps://doi.org/10.1016/j.jag.2022.103131openalex-snapshot
The potential of combining satellite and airborne remote sensing data for habitat classification and monitoring in forest landscapes
inferred← citeshttps://doi.org/10.1016/j.jag.2023.103281openalex-snapshot
Estimating plant area density of individual trees from discrete airborne laser scanning data using intensity information and path length distribution
inferred← citeshttps://doi.org/10.1016/j.jhydrol.2013.02.032openalex-snapshot
Estimation of watershed-level distributed forest structure metrics relevant to hydrologic modeling using LiDAR and Landsat
inferred← citeshttps://doi.org/10.1016/j.jhydrol.2018.10.075openalex-snapshot
Top-down seasonal streamflow model with spatiotemporal forest sapwood area
inferred← citeshttps://doi.org/10.1016/j.jplph.2018.04.012openalex-snapshot
Remote sensing of plant-water relations: An overview and future perspectives
inferred← citeshttps://doi.org/10.1016/j.rse.2006.09.013openalex-snapshot
Fusion of imaging spectrometer and LIDAR data over combined radiative transfer models for forest canopy characterization
inferred← citeshttps://doi.org/10.1016/j.rse.2007.10.003openalex-snapshot
Identification of gaps in mangrove forests with airborne LIDAR
inferred← citeshttps://doi.org/10.1016/j.rse.2008.07.001openalex-snapshot
Discrete return lidar-based prediction of leaf area index in two conifer forests
inferred← citeshttps://doi.org/10.1016/j.rse.2008.08.003openalex-snapshot
A lidar-based hierarchical approach for assessing MODIS fPAR
inferred← citeshttps://doi.org/10.1016/j.rse.2008.08.009openalex-snapshot
Scaling and assessment of GPP from MODIS using a combination of airborne lidar and eddy covariance measurements over jack pine forests
inferred← citeshttps://doi.org/10.1016/j.rse.2008.09.012openalex-snapshot
Testing LiDAR models of fractional cover across multiple forest ecozones
inferred← citeshttps://doi.org/10.1016/j.rse.2009.03.006openalex-snapshot
Lidar-based mapping of leaf area index and its use for validating GLOBCARBON satellite LAI product in a temperate forest of the southern USA
inferred← citeshttps://doi.org/10.1016/j.rse.2009.05.019openalex-snapshot
Assessing forest structural and physiological information content of multi-spectral LiDAR waveforms by radiative transfer modelling
inferred← citeshttps://doi.org/10.1016/j.rse.2009.06.010openalex-snapshot
Mapping LAI in a Norway spruce forest using airborne laser scanning
inferred← citeshttps://doi.org/10.1016/j.rse.2009.06.017openalex-snapshot
Using LiDAR and quickbird data to model plant production and quantify uncertainties associated with wetland detection and land cover generalizations
inferred← citeshttps://doi.org/10.1016/j.rse.2009.11.021openalex-snapshot
Estimating biomass carbon stocks for a Mediterranean forest in central Spain using LiDAR height and intensity data
inferred← citeshttps://doi.org/10.1016/j.rse.2009.12.017openalex-snapshot
Characterizing forest ecological structure using pulse types and heights of airborne laser scanning
inferred← citeshttps://doi.org/10.1016/j.rse.2010.01.023openalex-snapshot
Discrimination of vegetation strata in a multi-layered Mediterranean forest ecosystem using height and intensity information derived from airborne laser scanning
inferred← citeshttps://doi.org/10.1016/j.rse.2010.08.030openalex-snapshot
Measuring effective leaf area index, foliage profile, and stand height in New England forest stands using a full-waveform ground-based lidar
inferred← citeshttps://doi.org/10.1016/j.rse.2010.11.008openalex-snapshot
A pseudo-waveform technique to assess forest structure using discrete lidar data
inferred← citeshttps://doi.org/10.1016/j.rse.2010.12.011openalex-snapshot
Airborne discrete-return LIDAR data in the estimation of vertical canopy cover, angular canopy closure and leaf area index
inferred← citeshttps://doi.org/10.1016/j.rse.2011.08.023openalex-snapshot
Evaluation of the MODIS LAI product using independent lidar-derived LAI: A case study in mixed conifer forest
inferred← citeshttps://doi.org/10.1016/j.rse.2011.10.009openalex-snapshot
Airborne scanning LiDAR in a double sampling forest carbon inventory
inferred← citeshttps://doi.org/10.1016/j.rse.2011.11.015openalex-snapshot
Estimation of 3D vegetation structure from waveform and discrete return airborne laser scanning data
inferred← citeshttps://doi.org/10.1016/j.rse.2012.03.018openalex-snapshot
Characterization of canopy fuels using ICESat/GLAS data
inferred← citeshttps://doi.org/10.1016/j.rse.2012.05.005openalex-snapshot
Retrieval of vertical LAI profiles over tropical rain forests using waveform lidar at La Selva, Costa Rica
inferred← citeshttps://doi.org/10.1016/j.rse.2013.02.021openalex-snapshot
Direct retrieval of canopy gap probability using airborne waveform lidar
inferred← citeshttps://doi.org/10.1016/j.rse.2013.02.028openalex-snapshot
Airborne laser scanner (LiDAR) proxies for understory light conditions
inferred← citeshttps://doi.org/10.1016/j.rse.2013.05.012openalex-snapshot
Integrating terrestrial and airborne lidar to calibrate a 3D canopy model of effective leaf area index
inferred← citeshttps://doi.org/10.1016/j.rse.2013.05.021openalex-snapshot
Estimation of solar direct beam transmittance of conifer canopies from airborne LiDAR
inferred← citeshttps://doi.org/10.1016/j.rse.2013.12.007openalex-snapshot
Deriving and validating Leaf Area Index (LAI) at multiple spatial scales through lidar remote sensing: A case study in Sierra National Forest, CA
inferred← citeshttps://doi.org/10.1016/j.rse.2014.03.018openalex-snapshot
Urban tree species mapping using hyperspectral and lidar data fusion
inferred← citeshttps://doi.org/10.1016/j.rse.2014.04.026openalex-snapshot
Predicting fine-scale tree species abundance patterns using biotic variables derived from LiDAR and high spatial resolution imagery
inferred← citeshttps://doi.org/10.1016/j.rse.2014.06.015openalex-snapshot
Simulating imaging spectrometer data: 3D forest modeling based on LiDAR and in situ data
inferred← citeshttps://doi.org/10.1016/j.rse.2014.08.007openalex-snapshot
Large-scale retrieval of leaf area index and vertical foliage profile from the spaceborne waveform lidar (GLAS/ICESat)
inferred← citeshttps://doi.org/10.1016/j.rse.2014.10.004openalex-snapshot
Generalizing predictive models of forest inventory attributes using an area-based approach with airborne LiDAR data
inferred← citeshttps://doi.org/10.1016/j.rse.2015.01.020openalex-snapshot
Estimating forest structure in a tropical forest using field measurements, a synthetic model and discrete return lidar data
inferred← citeshttps://doi.org/10.1016/j.rse.2015.02.020openalex-snapshot
Simulating images of passive sensors with finite field of view by coupling 3-D radiative transfer model and sensor perspective projection
inferred← citeshttps://doi.org/10.1016/j.rse.2015.02.025openalex-snapshot
Mapping urban forest leaf area index with airborne lidar using penetration metrics and allometry
inferred← citeshttps://doi.org/10.1016/j.rse.2015.05.001openalex-snapshot
Estimation of the leaf area density distribution of individual trees using high-resolution and multi-return airborne LiDAR data
inferred← citeshttps://doi.org/10.1016/j.rse.2015.05.009openalex-snapshot
Geometrically explicit description of forest canopy based on 3D triangulations of airborne laser scanning data
inferred← citeshttps://doi.org/10.1016/j.rse.2015.08.016openalex-snapshot
The fourth phase of the radiative transfer model intercomparison (RAMI) exercise: Actual canopy scenarios and conformity testing
inferred← citeshttps://doi.org/10.1016/j.rse.2015.10.013openalex-snapshot
Predicting relative species composition within mixed conifer forest pixels using zero-inflated models and Landsat imagery
inferred← citeshttps://doi.org/10.1016/j.rse.2015.11.029openalex-snapshot
Comparing Generalized Linear Models and random forest to model vascular plant species richness using LiDAR data in a natural forest in central Chile
inferred← citeshttps://doi.org/10.1016/j.rse.2015.12.038openalex-snapshot
From field surveys to LiDAR: Shining a light on how bats respond to forest structure
inferred← citeshttps://doi.org/10.1016/j.rse.2016.02.012openalex-snapshot
Assessing the transferability of statistical predictive models for leaf area index between two airborne discrete return LiDAR sensor designs within multiple intensely managed Loblolly pine forest locations in the south-eastern USA
inferred← citeshttps://doi.org/10.1016/j.rse.2016.04.020openalex-snapshot
Canopy structural attributes derived from AVIRIS imaging spectroscopy data in a mixed broadleaf/conifer forest
inferred← citeshttps://doi.org/10.1016/j.rse.2016.10.020openalex-snapshot
Generation of high-resolution fuel model maps from discrete airborne laser scanner and Landsat-8 OLI: A low-cost and highly updated methodology for large areas
inferred← citeshttps://doi.org/10.1016/j.rse.2016.10.023openalex-snapshot
Quantification of hidden canopy volume of airborne laser scanning data using a voxel traversal algorithm
inferred← citeshttps://doi.org/10.1016/j.rse.2017.01.032openalex-snapshot
Estimation of 3D vegetation density with Terrestrial Laser Scanning data using voxels. A sensitivity analysis of influencing parameters
inferred← citeshttps://doi.org/10.1016/j.rse.2017.03.021openalex-snapshot
Comparison of Sentinel-2 and Landsat 8 in the estimation of boreal forest canopy cover and leaf area index
inferred← citeshttps://doi.org/10.1016/j.rse.2017.05.034openalex-snapshot
Mapping plant area index of tropical evergreen forest by airborne laser scanning. A cross-validation study using LAI2200 optical sensor
inferred← citeshttps://doi.org/10.1016/j.rse.2017.08.002openalex-snapshot
Optimising prediction of forest leaf area index from discrete airborne lidar
inferred← citeshttps://doi.org/10.1016/j.rse.2017.09.033openalex-snapshot
Three-dimensional thermal characterization of forest canopies using UAV photogrammetry
inferred← citeshttps://doi.org/10.1016/j.rse.2018.05.014openalex-snapshot
Forest species diversity mapping using airborne LiDAR and hyperspectral data in a subtropical forest in China
inferred← citeshttps://doi.org/10.1016/j.rse.2019.111262openalex-snapshot
Characterizing global forest canopy cover distribution using spaceborne lidar
inferred← citeshttps://doi.org/10.1016/j.rse.2019.111520openalex-snapshot
Modelling canopy gap probability, foliage projective cover and crown projective cover from airborne lidar metrics in Australian forests and woodlands
inferred← citeshttps://doi.org/10.1016/j.rse.2020.112017openalex-snapshot
Enhancing airborne LiDAR data for improved forest structure representation in shortwave transmission models
inferred← citeshttps://doi.org/10.1016/j.rse.2020.112250openalex-snapshot
Estimating the overstory and understory vertical extents and their leaf area index in intensively managed loblolly pine (Pinus taeda L.) plantations using airborne laser scanning
inferred← citeshttps://doi.org/10.1016/j.rse.2022.113259openalex-snapshot
Correcting for the clumping effect in leaf area index calculations using one-dimensional fractal dimension
inferred← citeshttps://doi.org/10.1016/j.rse.2022.113442openalex-snapshot
Multi-sensor airborne lidar requires intercalibration for consistent estimation of light attenuation and plant area density
inferred← citeshttps://doi.org/10.1016/j.rse.2024.114244openalex-snapshot
Novel 3D photosynthetic traits derived from the fusion of UAV LiDAR point cloud and multispectral imagery in wheat
inferred← citeshttps://doi.org/10.1016/j.rse.2025.114659openalex-snapshot
Methodology comparison for correcting woody component effects in leaf area index calculations from digital cover images in broadleaf forests
inferred← citeshttps://doi.org/10.1016/j.rse.2025.115150openalex-snapshot
FoScenes: A high-fidelity, large-scale 3D forest plant area density product derived from open-access airborne lidar data
inferred← citeshttps://doi.org/10.1016/j.rse.2025.115166openalex-snapshot
Performance assessment of canopy gap fraction retrieval using multiple airborne LiDAR instrument configurations
inferred← citeshttps://doi.org/10.1016/j.rse.2026.115535openalex-snapshot
Retrieving vertical profiles of forest fAPAR by integrating airborne optical reflectance and LiDAR data
inferred← citeshttps://doi.org/10.1016/j.rse.2026.115698openalex-snapshot
Discrepancies between Sentinel-2 and LiDAR-derived LAI in temperate deciduous forests: Influence of apparent optical depth, radiative transfer priors, and horizontal heterogeneity
inferred← citeshttps://doi.org/10.1016/j.scitotenv.2018.12.244openalex-snapshot
Seismic line impacts on proximal boreal forest and wetland environments in Alberta
inferred← citeshttps://doi.org/10.1016/j.scitotenv.2021.146816openalex-snapshot
Aboveground mangrove biomass estimation in Beibu Gulf using machine learning and UAV remote sensing
inferred← citeshttps://doi.org/10.1016/j.srs.2024.100158openalex-snapshot
Validation of the vertical canopy cover profile products derived from GEDI over selected forest sites
inferred← citeshttps://doi.org/10.1016/j.srs.2024.100159openalex-snapshot
Characterizing annual leaf area index changes and volume growth using ALS and satellite data in forest plantations
inferred← citeshttps://doi.org/10.1016/j.uclim.2019.100566openalex-snapshot
Physically-based land surface temperature modeling in urban areas using a 3-D city model and multispectral satellite data
inferred← citeshttps://doi.org/10.1016/j.ufug.2017.05.011openalex-snapshot
Mapping leaf area of urban greenery using aerial LiDAR and ground-based measurements in Gothenburg, Sweden
inferred← citeshttps://doi.org/10.1016/j.ufug.2022.127793openalex-snapshot
Improving methods to predict aboveground biomass of Pinus sylvestris in urban forest using UFB model, LiDAR and digital hemispherical photography
inferred← citeshttps://doi.org/10.1029/2018rg000608openalex-snapshot
An Overview of Global Leaf Area Index (LAI): Methods, Products, Validation, and Applications
inferred← citeshttps://doi.org/10.1029/2022jd037980openalex-snapshot
Canopy Structure and Air Temperature Inversions Impact Simulation of Sub‐Canopy Longwave Radiation in Snow‐Covered Boreal Forests
inferred← citeshttps://doi.org/10.1061/(asce)hy.1943-7900.0000700openalex-snapshot
Leaf Area Index as Vegetation Density Measure for Hydraulic Analyses
inferred← citeshttps://doi.org/10.1061/(asce)hy.1943-7900.0000928openalex-snapshot
Deriving Floodplain Topography and Vegetation Characteristics for Hydraulic Engineering Applications by Means of Terrestrial Laser Scanning
inferred← citeshttps://doi.org/10.1080/01431160701736349openalex-snapshot
Assessment of the influence of flying altitude and scan angle on biophysical vegetation products derived from airborne laser scanning
inferred← citeshttps://doi.org/10.1080/01431160903380672openalex-snapshot
Mapping gap fraction, LAI and defoliation using various ALS penetration variables
inferred← citeshttps://doi.org/10.1080/01431161.2010.533211openalex-snapshot
Leaf area and clumping indices for a boreal mixed-wood forest: lidar, hyperspectral, and Landsat models
inferred← citeshttps://doi.org/10.1080/01431161.2015.1041177openalex-snapshot
Use of airborne lidar for estimating canopy gap fraction and leaf area index of tropical montane forests
inferred← citeshttps://doi.org/10.1080/01431161.2015.1110638openalex-snapshot
Estimating ground fractional vegetation cover using the double-exposure method
inferred← citeshttps://doi.org/10.1080/01431161.2015.1117683openalex-snapshot
Estimating leaf area index at multiple heights within the understorey component of Loblolly pine forests from airborne discrete-return lidar
inferred← citeshttps://doi.org/10.1080/01431161.2016.1196842openalex-snapshot
Forest fuel treatment detection using multi-temporal airborne lidar data and high-resolution aerial imagery: a case study in the Sierra Nevada Mountains, California
inferred← citeshttps://doi.org/10.1080/01431161.2017.1285083openalex-snapshot
An integrated UAV-borne lidar system for 3D habitat mapping in three forest ecosystems across China
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