Spatiotemporal Fusion of Multisource Remote Sensing Data: Literature Survey, Taxonomy, Principles, Applications, and Future Directions
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journal
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March 2018 |
Estimation of foliage denseness and foliage angle by inclined point quadrats
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journal
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January 1963 |
Deriving high-spatiotemporal-resolution leaf area index for agroecosystems in the U.S. Corn Belt using Planet Labs CubeSat and STAIR fusion data
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journal
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March 2020 |
OpenET: Filling a Critical Data Gap in Water Management for the Western United States
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journal
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November 2021 |
Deep Transfer Learning for Crop Yield Prediction with Remote Sensing Data
- Wang, Anna X.; Tran, Caelin; Desai, Nikhil
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COMPASS '18: ACM SIGCAS Conference on Computing and Sustainable Societies, Proceedings of the 1st ACM SIGCAS Conference on Computing and Sustainable Societies
https://doi.org/10.1145/3209811.3212707
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conference
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June 2018 |
A Modified Neighborhood Similar Pixel Interpolator Approach for Removing Thick Clouds in Landsat Images
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journal
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May 2012 |
Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services
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journal
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May 2012 |
BigFoot Field Data for North American Sites, 1999-2003
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dataset
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January 2008 |
Validation of global moderate resolution leaf area index (LAI) products over croplands in northeastern China
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journal
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November 2019 |
Estimation of crop LAI using hyperspectral vegetation indices and a hybrid inversion method
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journal
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August 2015 |
Leaf Area Index Estimates Using Remotely Sensed Data and BRDF Models in a Semiarid Region
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July 2000 |
A hybrid training approach for leaf area index estimation via Cubist and random forests machine-learning
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journal
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January 2018 |
Changes in the drought sensitivity of US maize yields
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journal
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October 2020 |
Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods – A comparison
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journal
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October 2015 |
Estimation of leaf area index from transmission of direct sunlight in discontinuous canopies
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journal
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August 1986 |
Multitemporal-patch ensemble inversion of coupled surface–atmosphere radiative transfer models for land surface characterization
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journal
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March 2008 |
Gaussian processes retrieval of crop traits in Google Earth Engine based on Sentinel-2 top-of-atmosphere data
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journal
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May 2022 |
Multiscale assessment of land surface phenology from harmonized Landsat 8 and Sentinel-2, PlanetScope, and PhenoCam imagery
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journal
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December 2021 |
Retrospective retrieval of long-term consistent global leaf area index (1981-2011) from combined AVHRR and MODIS data: LONG-TERM GLOBAL LEAF AREA INDEX
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journal
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October 2012 |
STAIR 2.0: A Generic and Automatic Algorithm to Fuse Modis, Landsat, and Sentinel-2 to Generate 10 m, Daily, and Cloud-/Gap-Free Surface Reflectance Product
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journal
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October 2020 |
KGML-ag: a modeling framework of knowledge-guided machine learning to simulate agroecosystems: a case study of estimating N2O emission using data from mesocosm experiments
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journal
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April 2022 |
Sensitivity of six typical spatiotemporal fusion methods to different influential factors: A comparative study for a normalized difference vegetation index time series reconstruction
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journal
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January 2021 |
A comparison of empirical and neural network approaches for estimating corn and soybean leaf area index from Landsat ETM+ imagery*1
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journal
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September 2004 |
Albedo and LAI estimates from FORMOSAT-2 data for crop monitoring
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journal
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April 2009 |
Application of MODIS derived parameters for regional crop yield assessment
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journal
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July 2005 |
Detection and attribution of vegetation greening trend in China over the last 30 years
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journal
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January 2015 |
Global Estimation of Biophysical Variables from Google Earth Engine Platform
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journal
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July 2018 |
Random forest in remote sensing: A review of applications and future directions
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journal
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April 2016 |
Framewise phoneme classification with bidirectional LSTM and other neural network architectures
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journal
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July 2005 |
A Brief Review of Domain Adaptation
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book
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January 2021 |
Vegetation baseline phenology from kilometric global LAI satellite products
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journal
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June 2016 |
A flexible spatiotemporal method for fusing satellite images with different resolutions
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journal
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January 2016 |
Efficient RTM-based training of machine learning regression algorithms to quantify biophysical & biochemical traits of agricultural crops
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journal
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March 2021 |
Modeling Extreme Events in Time Series Prediction
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conference
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July 2019 |
Assessment and Validation of MODIS and GEOV1 LAI With Ground-Measured Data and an Analysis of the Effect of Residential Area in Mixed Pixel
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journal
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February 2015 |
Neural network estimation of LAI, fAPAR, fCover and LAI×Cab, from top of canopy MERIS reflectance data: Principles and validation
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journal
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December 2006 |
Airborne hyperspectral imaging of cover crops through radiative transfer process-guided machine learning
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journal
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February 2023 |
Deep learning in environmental remote sensing: Achievements and challenges
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journal
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May 2020 |
Long Short-Term Memory
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journal
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November 1997 |
A scalable satellite-based crop yield mapper
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journal
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July 2015 |
Multiple Cost Functions and Regularization Options for Improved Retrieval of Leaf Chlorophyll Content and LAI through Inversion of the PROSAIL Model
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journal
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July 2013 |
Transfer Learning from Deep Features for Remote Sensing and Poverty Mapping
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journal
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March 2016 |
Comparison of Sentinel-2 and Landsat 8 in the estimation of boreal forest canopy cover and leaf area index
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journal
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June 2017 |
Leaf area index estimations by deep learning models using RGB images and data fusion in maize
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journal
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August 2022 |
STAIR: A generic and fully-automated method to fuse multiple sources of optical satellite data to generate a high-resolution, daily and cloud-/gap-free surface reflectance product
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journal
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September 2018 |
Estimating crop biomass using leaf area index derived from Landsat 8 and Sentinel-2 data
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journal
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October 2020 |
Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data
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journal
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November 2002 |
Comparison of Spatiotemporal Fusion Models: A Review
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journal
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February 2015 |
Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model
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journal
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May 2015 |
Optically-based methods for measuring seasonal variation of leaf area index in boreal conifer stands
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journal
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July 1996 |
Joint leaf chlorophyll content and leaf area index retrieval from Landsat data using a regularized model inversion system (REGFLEC)
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journal
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March 2015 |
A global analysis of the temporal availability of PlanetScope high spatial resolution multi-spectral imagery
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journal
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October 2021 |
Development of the GLASS 250-m leaf area index product (version 6) from MODIS data using the bidirectional LSTM deep learning model
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journal
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May 2022 |
Sequential assimilation of satellite-derived vegetation and soil moisture products using SURFEX_v8.0: LDAS-Monde assessment over the Euro-Mediterranean area
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journal
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January 2017 |
Fifty years of Landsat science and impacts
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journal
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October 2022 |
Smallholder maize area and yield mapping at national scales with Google Earth Engine
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journal
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July 2019 |
Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3
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journal
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March 2012 |
A data-driven approach to estimate leaf area index for Landsat images over the contiguous US
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journal
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June 2021 |
Landsat 9: Empowering open science and applications through continuity
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journal
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October 2020 |
PROSPECT+SAIL models: A review of use for vegetation characterization
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journal
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September 2009 |
A Survey on Deep Transfer Learning
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book
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January 2018 |
Upscaling ground observations of vegetation water content, canopy height, and leaf area index during SMEX02 using aircraft and Landsat imagery
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journal
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September 2004 |
Estimating winter wheat (Triticum aestivum) LAI and leaf chlorophyll content from canopy reflectance data by integrating agronomic prior knowledge with the PROSAIL model
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journal
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May 2015 |
The availability of cloud-free Landsat ETM+ data over the conterminous United States and globally
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journal
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March 2008 |
Evaluation of MODIS Land Cover and LAI Products in Cropland of North China Plain Using In Situ Measurements and Landsat TM Images
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journal
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October 2007 |
Crop specific algorithms trained over ground measurements provide the best performance for GAI and fAPAR estimates from Landsat-8 observations
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journal
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July 2021 |
A simple and effective method for filling gaps in Landsat ETM+ SLC-off images
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journal
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April 2011 |
Scale Effect in Indirect Measurement of Leaf Area Index
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journal
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June 2016 |
A simple method for reconstructing a high-quality NDVI time-series data set based on the Savitzky–Golay filter
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journal
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June 2004 |
The Harmonized Landsat and Sentinel-2 surface reflectance data set
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journal
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December 2018 |
A New Cross-Fusion Method to Automatically Determine the Optimal Input Image Pairs for NDVI Spatiotemporal Data Fusion
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journal
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July 2020 |
Field-level crop yield mapping with Landsat using a hierarchical data assimilation approach
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journal
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July 2019 |
Defining leaf area index for non-flat leaves
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journal
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May 1992 |
The Evaporative Stress Index as an indicator of agricultural drought in Brazil: An assessment based on crop yield impacts
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journal
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March 2016 |
Spatially and temporally continuous LAI data sets based on an integrated filtering method: Examples from North America
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journal
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January 2008 |
Evaluation of global leaf area index and fraction of absorbed photosynthetically active radiation products over North America using Copernicus Ground Based Observations for Validation data
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journal
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September 2020 |
Real-time retrieval of Leaf Area Index from MODIS time series data
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journal
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January 2011 |
Improved LAI Algorithm Implementation to MODIS Data by Incorporating Background, Topography, and Foliage Clumping Information
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journal
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February 2014 |
On the correct estimation of effective leaf area index: Does it reveal information on clumping effects?
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journal
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March 2010 |
Estimating LAI From Winter Wheat Using UAV Data and CNNs
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journal
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January 2022 |
Transfer-learning-based approach for leaf chlorophyll content estimation of winter wheat from hyperspectral data
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journal
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December 2021 |
A Comprehensive Survey on Transfer Learning
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journal
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January 2021 |
Inversion of a radiative transfer model for estimating vegetation LAI and chlorophyll in a heterogeneous grassland
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journal
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May 2008 |
Quality Assessment of PROBA-V LAI, fAPAR and fCOVER Collection 300 m Products of Copernicus Global Land Service
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journal
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March 2020 |
Generating global Leaf Area Index from Landsat: Algorithm formulation and demonstration
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journal
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July 2012 |
End-to-End Airplane Detection Using Transfer Learning in Remote Sensing Images
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journal
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January 2018 |
Estimation of Forest LAI Using Discrete Airborne LiDAR: A Review
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journal
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June 2021 |
Retrieval of canopy biophysical variables from bidirectional reflectance
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journal
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January 2003 |
Spatially constrained inversion of radiative transfer models for improved LAI mapping from future Sentinel-2 imagery
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journal
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May 2012 |
Excessive rainfall leads to maize yield loss of a comparable magnitude to extreme drought in the United States
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journal
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April 2019 |