Estimation of leaf area index for winter wheat at early stages based on convolutional neural networks

Estimation of Crop Growth Parameters Using UAV-Based Hyperspectral Remote Sensing Data

(2020) Huilin Tao et al.   SENSORS

Winter wheat LAI inversion considering morphological characteristics at different growth stages coupled with microwave scattering model and canopy simulation model

(2020) Shangrong Wu et al.   REMOTE SENSING OF ENVIRONMENT

An optimized non-linear vegetation index for estimating leaf area index in winter wheat

(2019) Wei Feng et al.   PRECISION AGRICULTURE

Remote sensing-based crop lodging assessment: Current status and perspectives

(2019) Sugandh Chauhan et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Maize seedling detection under different growth stages and complex field environments based on an improved Faster R–CNN

(2019) Longzhe Quan et al.   BIOSYSTEMS ENGINEERING

A simple visible and near-infrared (V-NIR) camera system for monitoring the leaf area index and growth stage of Italian ryegrass

(2018) Xinyan Fan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Seed-per-pod estimation for plant breeding using deep learning

(2018) L.C. Uzal et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep convolutional neural networks for mobile capture device-based crop disease classification in the wild

(2018) Artzai Picon et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Vegetation Indices Combining the Red and Red-Edge Spectral Information for Leaf Area Index Retrieval

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

Generating Global Products of LAI and FPAR From SNPP-VIIRS Data: Theoretical Background and Implementation

(2018) Kai Yan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Leaf area index, light interception, growth and steviol glycoside formation of Stevia rebaudiana Bertoni under field conditions in southwestern Germany

(2018) Sebastian Munz et al.   INDUSTRIAL CROPS AND PRODUCTS

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

(2018) Peter P.J. Roosjen et al.   International Journal of Applied Earth Observation and Geoinformation

Derivation of global vegetation biophysical parameters from EUMETSAT Polar System

(2018) Francisco Javier García-Haro et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

An explainable deep machine vision framework for plant stress phenotyping

(2018) Sambuddha Ghosal et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Quantifying grazing patterns using a new growth function based on MODIS Leaf Area Index

(2018) Rui Yu et al.   REMOTE SENSING OF ENVIRONMENT

Retrieval of Winter Wheat Leaf Area Index from Chinese GF-1 Satellite Data Using the PROSAIL Model

(2018) He Li et al.   SENSORS

Application of Deep Learning Architectures for Accurate and Rapid Detection of Internal Mechanical Damage of Blueberry Using Hyperspectral Transmittance Data

(2018) et al.   SENSORS

A Comparison of Crop Parameters Estimation Using Images from UAV-Mounted Snapshot Hyperspectral Sensor and High-Definition Digital Camera

(2018) Jibo Yue et al.   Remote Sensing

Improving leaf area index (LAI) estimation by correcting for clumping and woody effects using terrestrial laser scanning

(2018) Xi Zhu et al.   AGRICULTURAL AND FOREST METEOROLOGY

A recognition method for cucumber diseases using leaf symptom images based on deep convolutional neural network

(2018) Juncheng Ma et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Methods of image acquisition and software development for leaf area measurements in pastures

(2018) Adriano Rogério Bruno Tech et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Reduced Prediction Saturation and View Effects for Estimating the Leaf Area Index of Winter Wheat

(2018) Li He et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Estimating above ground biomass of winter wheat at early growth stages using digital images and deep convolutional neural network

(2018) Juncheng Ma et al.   EUROPEAN JOURNAL OF AGRONOMY

Review of indirect optical measurements of leaf area index: Recent advances, challenges, and perspectives

(2018) Guangjian Yan et al.   AGRICULTURAL AND FOREST METEOROLOGY

Early nitrogen deficiencies favor high yield, grain protein content and N use efficiency in wheat

(2017) Clémence Ravier et al.   EUROPEAN JOURNAL OF AGRONOMY

Retrieving the gap fraction, element clumping index, and leaf area index of individual trees using single-scan data from a terrestrial laser scanner

(2017) Yumei Li et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Image based fruit category classification by 13-layer deep convolutional neural network and data augmentation

(2017) Yu-Dong Zhang et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Identification of rice diseases using deep convolutional neural networks

(2017) Yang Lu et al.   NEUROCOMPUTING

Panicle-SEG: a robust image segmentation method for rice panicles in the field based on deep learning and superpixel optimization

(2017) Xiong Xiong et al.   Plant Methods

Hyperspectral prediction of leaf area index of winter wheat in irrigated and rainfed fields

(2017) Guangxin Li et al.   PLoS One

Estimating grassland LAI using the Random Forests approach and Landsat imagery in the meadow steppe of Hulunber, China

(2017) Zhen-wang LI et al.   Journal of Integrative 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

How do timing, duration, and intensity of drought stress affect the agronomic performance of winter rye?

(2016) Lorenz Kottmann et al.   EUROPEAN JOURNAL OF AGRONOMY

Long-Time-Series Global Land Surface Satellite Leaf Area Index Product Derived From MODIS and AVHRR Surface Reflectance

(2016) Zhiqiang Xiao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Retrieval of leaf area index in different plant species using thermal hyperspectral data

(2016) Elnaz Neinavaz et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Maximum Attainable Wheat Yield and Resource-Use Efficiency in the Southern Great Plains

(2015) Romulo P. Lollato et al.   CROP SCIENCE

Remote estimation of above ground nitrogen uptake during vegetative growth in winter wheat using hyperspectral red-edge ratio data

(2015) Wei Feng et al.   FIELD CROPS RESEARCH

Evaluation of Chlorophyll-Related Vegetation Indices Using Simulated Sentinel-2 Data for Estimation of Crop Fraction of Absorbed Photosynthetically Active Radiation

(2015) Taifeng Dong et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Regional Leaf Area Index Retrieval Based on Remote Sensing: The Role of Radiative Transfer Model Selection

(2015) Gaofei Yin et al.   Remote Sensing

Canopy closure, LAI and radiation transfer from airborne LiDAR synthetic images

(2014) D. Moeser et al.   AGRICULTURAL AND FOREST METEOROLOGY

Easy Leaf Area: Automated Digital Image Analysis for Rapid and Accurate Measurement of Leaf Area

(2014) Hsien Ming Easlon et al.   Applications in Plant Sciences

High-throughput phenotyping early plant vigour of winter wheat

(2013) Sebastian Kipp et al.   EUROPEAN JOURNAL OF AGRONOMY

Use of General Regression Neural Networks for Generating the GLASS Leaf Area Index Product From Time-Series MODIS Surface Reflectance

(2013) Zhiqiang Xiao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Canopy Cover and Leaf Area Index Relationships for Wheat, Triticale, and Corn

(2012) David C. Nielsen et al.   AGRONOMY JOURNAL

Seeding density in wheat genotypes as a function of tillering potential

(2009) Igor Pirez Valério et al.   SCIENTIA AGRICOLA