Sorghum Panicle Detection and Counting Using Unmanned Aerial System Images and Deep Learning

Active learning with point supervision for cost-effective panicle detection in cereal crops

(2020) Akshay L. Chandra et al.   Plant Methods

Automatic Counting of in situ Rice Seedlings from UAV Images Based on a Deep Fully Convolutional Neural Network

(2019) Jintao Wu et al.   Remote Sensing

TasselNetv2: in-field counting of wheat spikes with context-augmented local regression networks

(2019) Haipeng Xiong et al.   Plant Methods

A Deep Learning Semantic Segmentation-Based Approach for Field-Level Sorghum Panicle Counting

(2019) Lonesome Malambo et al.   Remote Sensing

Fully Dense UNet for 2-D Sparse Photoacoustic Tomography Artifact Removal

(2019) Steven Guan et al.   IEEE Journal of Biomedical and Health Informatics

Deep learning in agriculture: A survey

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

A comparative study of fine-tuning deep learning models for plant disease identification

(2018) Edna Chebet Too et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

The use of plant models in deep learning: an application to leaf counting in rosette plants

(2018) Jordan Ubbens et al.   Plant Methods

An automated, high-throughput plant phenotyping system using machine learning-based plant segmentation and image analysis

(2018) Unseok Lee et al.   PLoS One

Machine Learning Methods for Histopathological Image Analysis

(2018) Daisuke Komura et al.   Computational and Structural Biotechnology Journal

MoDL: Model Based Deep Learning Architecture for Inverse Problems

(2018)   IEEE TRANSACTIONS ON MEDICAL IMAGING

GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification

(2018) Maayan Frid-Adar et al.   NEUROCOMPUTING

Ear density estimation from high resolution RGB imagery using deep learning technique

(2018) Simon Madec et al.   AGRICULTURAL AND FOREST METEOROLOGY

Detection and analysis of wheat spikes using Convolutional Neural Networks

(2018) Md Mehedi Hasan et al.   Plant Methods

Pre-harvest weed mapping of Cirsium arvense in wheat and barley with off-the-shelf UAVs

(2018) J. Rasmussen et al.   PRECISION AGRICULTURE

Aerial Imagery Analysis – Quantifying Appearance and Number of Sorghum Heads for Applications in Breeding and Agronomy

(2018) Wei Guo et al.   Frontiers in Plant Science

Computer vision-based phenotyping for improvement of plant productivity: A machine learning perspective

(2018) Keiichi Mochida et al.   GigaScience

Deep Learning Classification of Land Cover and Crop Types Using Remote Sensing Data

(2017) Nataliia Kussul et al.   IEEE Geoscience and Remote Sensing Letters

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

(2017) Konstantinos Kamnitsas et al.   MEDICAL IMAGE ANALYSIS

Evaluating the performance of xanthophyll, chlorophyll and structure-sensitive spectral indices to detect water stress in five fruit tree species

(2017) C. Ballester et al.   PRECISION AGRICULTURE

Estimates of plant density of wheat crops at emergence from very low altitude UAV imagery

(2017) Xiuliang Jin et al.   REMOTE SENSING OF ENVIRONMENT

Digital Counts of Maize Plants by Unmanned Aerial Vehicles (UAVs)

(2017) Friederike Gnädinger et al.   Remote Sensing

Unmanned Aerial Vehicle Remote Sensing for Field-Based Crop Phenotyping: Current Status and Perspectives

(2017) Guijun Yang et al.   Frontiers in Plant Science

Estimation of Wheat Plant Density at Early Stages Using High Resolution Imagery

(2017) Shouyang Liu et al.   Frontiers in Plant Science

Plant species classification using deep convolutional neural network

(2016) Mads Dyrmann et al.   BIOSYSTEMS ENGINEERING

Sensor Planning for a Symbiotic UAV and UGV System for Precision Agriculture

(2016) Pratap Tokekar et al.   IEEE Transactions on Robotics

Field phenotyping of water stress at tree scale by UAV-sensed imagery: new insights for thermal acquisition and calibration

(2016) David Gómez-Candón et al.   PRECISION AGRICULTURE

Machine vision for counting fruit on mango tree canopies

(2016) W. S. Qureshi et al.   PRECISION AGRICULTURE

Machine Learning for High-Throughput Stress Phenotyping in Plants

(2016) Arti Singh et al.   TRENDS IN PLANT SCIENCE

Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification

(2016) Srdjan Sladojevic et al.   Computational Intelligence and Neuroscience

UAVs challenge to assess water stress for sustainable agriculture

(2015) J. Gago et al.   AGRICULTURAL WATER MANAGEMENT

A semi-supervised system for weed mapping in sunflower crops using unmanned aerial vehicles and a crop row detection method

(2015) M. Pérez-Ortiz et al.   APPLIED SOFT COMPUTING

Field-based crop phenotyping: Multispectral aerial imaging for evaluation of winter wheat emergence and spring stand

(2015) Sindhuja Sankaran et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Combining UAV-based plant height from crop surface models, visible, and near infrared vegetation indices for biomass monitoring in barley

(2015) Juliane Bendig et al.   International Journal of Applied Earth Observation and Geoinformation

Deep learning

(2015) Yann LeCun et al.   NATURE

High-Resolution Airborne UAV Imagery to Assess Olive Tree Crown Parameters Using 3D Photo Reconstruction: Application in Breeding Trials

(2015) Ramón Díaz-Varela et al.   Remote Sensing

Using digital image processing for counting whiteflies on soybean leaves

(2014) Jayme Garcia Arnal Barbedo   JOURNAL OF ASIA-PACIFIC ENTOMOLOGY

Green area index from an unmanned aerial system over wheat and rapeseed crops

(2014) Aleixandre Verger et al.   REMOTE SENSING OF ENVIRONMENT

Configuration and Specifications of an Unmanned Aerial Vehicle (UAV) for Early Site Specific Weed Management

(2013) Jorge Torres-Sánchez et al.   PLoS One

Assessing the accuracy of mosaics from unmanned aerial vehicle (UAV) imagery for precision agriculture purposes in wheat

(2013) D. Gómez-Candón et al.   PRECISION AGRICULTURE

Acquisition of NIR-Green-Blue Digital Photographs from Unmanned Aircraft for Crop Monitoring

(2010) E. Raymond Hunt et al.   Remote Sensing