Field-scale crop yield prediction using multi-temporal WorldView-3 and PlanetScope satellite data and deep learning

Combining Multi-Source Data and Machine Learning Approaches to Predict Winter Wheat Yield in the Conterminous United States

(2020) Yumiao Wang et al.   Remote Sensing

Crop Monitoring Using Satellite/UAV Data Fusion and Machine Learning

(2020) Maitiniyazi Maimaitijiang et al.   Remote Sensing

Yield Estimation of Paddy Rice Based on Satellite Imagery: Comparison of Global and Local Regression Models

(2019) Yi-Shiang Shiu et al.   Remote Sensing

Dual Activation Function-Based Extreme Learning Machine (ELM) for Estimating Grapevine Berry Yield and Quality

(2019) Matthew Maimaitiyiming et al.   Remote Sensing

Urban Tree Species Classification Using a WorldView-2/3 and LiDAR Data Fusion Approach and Deep Learning

(2019) Sean Hartling et al.   SENSORS

Simulation of satellite reflectance data using high-frequency ground based hyperspectral canopy measurements for in-season estimation of grain yield and grain nitrogen status in winter wheat

(2019) Lukas Prey et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Potential of the existing and novel spectral reflectance indices for estimating the leaf water status and grain yield of spring wheat exposed to different irrigation rates

(2019) Salah E. El-Hendawy et al.   AGRICULTURAL WATER MANAGEMENT

Deep convolutional neural networks for rice grain yield estimation at the ripening stage using UAV-based remotely sensed images

(2019) Qi Yang et al.   FIELD CROPS RESEARCH

Vegetation Index Weighted Canopy Volume Model (CVMVI) for soybean biomass estimation from Unmanned Aerial System-based RGB imagery

(2019) Maitiniyazi Maimaitijiang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Crop Yield Prediction Using Deep Neural Networks

(2019) Saeed Khaki et al.   Frontiers in Plant Science

Smallholder maize area and yield mapping at national scales with Google Earth Engine

(2019) Zhenong Jin et al.   REMOTE SENSING OF ENVIRONMENT

Potato Yield Prediction Using Machine Learning Techniques and Sentinel 2 Data

(2019) Gómez et al.   Remote Sensing

Integrating satellite and climate data to predict wheat yield in Australia using machine learning approaches

(2019) Yaping Cai et al.   AGRICULTURAL AND FOREST METEOROLOGY

Crop yield prediction with deep convolutional neural networks

(2019) Petteri Nevavuori et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Early Prediction of Soybean Traits through Color and Texture Features of Canopy RGB Imagery

(2019) Wenan Yuan et al.   Scientific Reports

Determination of Appropriate Remote Sensing Indices for Spring Wheat Yield Estimation in Mongolia

(2019) Battsetseg Tuvdendorj et al.   Remote Sensing

Soybean yield prediction from UAV using multimodal data fusion and deep learning

(2019) Maitiniyazi Maimaitijiang et al.   REMOTE SENSING OF ENVIRONMENT

Statistical modelling of crop yield in Central Europe using climate data and remote sensing vegetation indices

(2018) Anikó Kern et al.   AGRICULTURAL AND FOREST METEOROLOGY

Machine Learning Regression Techniques for the Silage Maize Yield Prediction Using Time-Series Images of Landsat 8 OLI

(2018) Hossein Aghighi et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Field-scale mapping of evaporative stress indicators of crop yield: An application over Mead, NE, USA

(2018) Yang Yang et al.   REMOTE SENSING OF ENVIRONMENT

A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach

(2018) Yaping Cai et al.   REMOTE SENSING OF ENVIRONMENT

Daily Retrieval of NDVI and LAI at 3 m Resolution via the Fusion of CubeSat, Landsat, and MODIS Data

(2018) Rasmus Houborg et al.   Remote Sensing

Integration of high resolution remotely sensed data and machine learning techniques for spatial prediction of soil properties and corn yield

(2018) Sami Khanal et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Novel Phenology Based Feature Subset Selection Technique Using Random Forest for Multitemporal PolSAR Crop Classification

(2018) Siddharth Hariharan et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Evaluation of regional estimates of winter wheat yield by assimilating three remotely sensed reflectance datasets into the coupled WOFOST–PROSAIL model

(2018) Jianxi Huang et al.   EUROPEAN JOURNAL OF AGRONOMY

dPEN: deep Progressively Expanded Network for mapping heterogeneous agricultural landscape using WorldView-3 satellite imagery

(2018) Paheding Sidike et al.   REMOTE SENSING OF ENVIRONMENT

Estimation of corn yield using multi-temporal optical and radar satellite data and artificial neural networks

(2017) R. Fieuzal et al.   International Journal of Applied Earth Observation and Geoinformation

Predicting grain yield in rice using multi-temporal vegetation indices from UAV-based multispectral and digital imagery

(2017) X. Zhou et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comprehensive survey of deep learning in remote sensing: theories, tools, and challenges for the community

(2017) John E. Ball et al.   Journal of Applied Remote Sensing

Satellite-based assessment of yield variation and its determinants in smallholder African systems

(2017) Marshall Burke et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Early Detection of Plant Physiological Responses to Different Levels of Water Stress Using Reflectance Spectroscopy

(2017) Matthew Maimaitiyiming et al.   Remote Sensing

Exploring the Potential of WorldView-2 Red-Edge Band-Based Vegetation Indices for Estimation of Mangrove Leaf Area Index with Machine Learning Algorithms

(2017) Yuanhui Zhu et al.   Remote Sensing

Estimating Biomass of Native Grass Grown under Complex Management Treatments Using WorldView-3 Spectral Derivatives

(2017) Mbulisi Sibanda et al.   Remote Sensing

Monitoring of Wheat Growth Status and Mapping of Wheat Yield’s within-Field Spatial Variations Using Color Images Acquired from UAV-camera System

(2017) Mengmeng Du et al.   Remote Sensing

Crop yield forecasting on the Canadian Prairies by remotely sensed vegetation indices and machine learning methods

(2016) Michael D. Johnson et al.   AGRICULTURAL AND FOREST METEOROLOGY

Wheat yield prediction using machine learning and advanced sensing techniques

(2016) X.E. Pantazi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Data fusion of spectral, thermal and canopy height parameters for improved yield prediction of drought stressed spring barley

(2016) Pablo Rischbeck et al.   EUROPEAN JOURNAL OF AGRONOMY

Assimilation of LAI and Dry Biomass Data From Optical and SAR Images Into an Agro-Meteorological Model to Estimate Soybean Yield

(2016) Julie Betbeder et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Prediction of Potato Crop Yield Using Precision Agriculture Techniques

(2016) Khalid A. Al-Gaadi et al.   PLoS One

Evaluation of red and red-edge reflectance-based vegetation indices for rice biomass and grain yield prediction models in paddy fields

(2016) Yumiko Kanke et al.   PRECISION AGRICULTURE

Estimating maize biomass and yield over large areas using high spatial and temporal resolution Sentinel-2 like remote sensing data

(2016) Marjorie Battude et al.   REMOTE SENSING OF ENVIRONMENT

A Novel Remote Sensing Approach for Prediction of Maize Yield Under Different Conditions of Nitrogen Fertilization

(2016) Omar Vergara-Díaz et al.   Frontiers in Plant Science

Improving winter wheat yield estimation by assimilation of the leaf area index from Landsat TM and MODIS data into the WOFOST model

(2015) Jianxi Huang et al.   AGRICULTURAL AND FOREST METEOROLOGY

Using geographically weighted regression kriging for crop yield mapping in West Africa

(2015) Muhammad Imran et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

Evaluation of Vegetation Indices for Early Assessment of Corn Status and Yield Potential in the Southeastern United States

(2014) Miguel S. Torino et al.   AGRONOMY JOURNAL

Assimilating remote sensing information into a coupled hydrology-crop growth model to estimate regional maize yield in arid regions

(2014) Yan Li et al.   ECOLOGICAL MODELLING

Predicting grain yield and protein content in wheat by fusing multi-sensor and multi-temporal remote-sensing images

(2014) Laigang Wang et al.   FIELD CROPS RESEARCH

Improving estimation of summer maize nitrogen status with red edge-based spectral vegetation indices

(2014) Fei Li et al.   FIELD CROPS RESEARCH

Yield estimation using SPOT-VEGETATION products: A case study of wheat in European countries

(2014) Wanda Kowalik et al.   International Journal of Applied Earth Observation and Geoinformation

A review of unsupervised feature learning and deep learning for time-series modeling

(2014) Martin Längkvist et al.   PATTERN RECOGNITION LETTERS

A Review of Imaging Techniques for Plant Phenotyping

(2014) Lei Li et al.   SENSORS

Corn Yield Forecasting in Northeast China Using Remotely Sensed Spectral Indices and Crop Phenology Metrics

(2014) Meng WANG et al.   Journal of Integrative Agriculture

Combined Spectral and Spatial Modeling of Corn Yield Based on Aerial Images and Crop Surface Models Acquired with an Unmanned Aircraft System

(2014) Jakob Geipel et al.   Remote Sensing

Assimilation of remotely sensed soil moisture and vegetation with a crop simulation model for maize yield prediction

(2013) Amor V.M. Ines et al.   REMOTE SENSING OF ENVIRONMENT

Hyperspectral versus multispectral crop-productivity modeling and type discrimination for the HyspIRI mission

(2013) Isabella Mariotto et al.   REMOTE SENSING OF ENVIRONMENT

An assessment of pre- and within-season remotely sensed variables for forecasting corn and soybean yields in the United States

(2013) David M. Johnson   REMOTE SENSING OF ENVIRONMENT

High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm

(2012) Onisimo Mutanga et al.   International Journal of Applied Earth Observation and Geoinformation

Remote estimation of crop and grass chlorophyll and nitrogen content using red-edge bands on Sentinel-2 and -3

(2012) J.G.P.W. Clevers et al.   International Journal of Applied Earth Observation and Geoinformation

Linking remotely sensed forage quality estimates from WorldView-2 multispectral data with cattle distribution in a savanna landscape

(2012) Fadzai M. Zengeya et al.   International Journal of Applied Earth Observation and Geoinformation

Yield estimation of winter wheat in the North China Plain using the remote-sensing–photosynthesis–yield estimation for crops (RS–P–YEC) model

(2011) Peijuan Wang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Assessing indicators of agricultural drought impacts on spring wheat yield and quality on the Canadian prairies

(2010) M. Mkhabela et al.   AGRICULTURAL AND FOREST METEOROLOGY

Improved Biomass Estimation Using the Texture Parameters of Two High-Resolution Optical Sensors

(2010) Janet E. Nichol et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A generalized regression-based model for forecasting winter wheat yields in Kansas and Ukraine using MODIS data

(2010) I. Becker-Reshef et al.   REMOTE SENSING OF ENVIRONMENT

Characterizing canopy biochemistry from imaging spectroscopy and its application to ecosystem studies

(2009) Raymond F. Kokaly et al.   REMOTE SENSING OF ENVIRONMENT

View angle effects on the discrimination of soybean varieties and on the relationships between vegetation indices and yield using off-nadir Hyperion data

(2009) Lênio Soares Galvão et al.   REMOTE SENSING OF ENVIRONMENT

Bayesian committee of neural networks to predict travel times with confidence intervals

(2009) C.P.IJ. van Hinsbergen et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Estimating crop water stress with ETM+ NIR and SWIR data

(2008) Abduwasit Ghulam et al.   AGRICULTURAL AND FOREST METEOROLOGY

Multivariate analysis of water-related agroclimatic factors limiting spring wheat yields on the Canadian prairies

(2008) Budong Qian et al.   EUROPEAN JOURNAL OF AGRONOMY

Regional yield estimation for winter wheat with MODIS-NDVI data in Shandong, China

(2008) Jianqiang Ren et al.   International Journal of Applied Earth Observation and Geoinformation

Development of a two-band enhanced vegetation index without a blue band

(2008) Z JIANG et al.   REMOTE SENSING OF ENVIRONMENT