Global Wheat Head Detection (GWHD) Dataset: A Large and Diverse Dataset of High-Resolution RGB-Labelled Images to Develop and Benchmark Wheat Head Detection Methods

Breeder friendly phenotyping

(2020) Matthew Reynolds et al.   PLANT SCIENCE

Spectral Vegetation Indices to Track Senescence Dynamics in Diverse Wheat Germplasm

(2020) Jonas Anderegg et al.   Frontiers in Plant Science

The Open Images Dataset V4

(2020) Alina Kuznetsova et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

A State-of-the-Art Survey on Deep Learning Theory and Architectures

(2019) Md Zahangir Alom et al.   Electronics

Recovering Wind-induced Plant Motion in Dense Field Environments via Deep Learning and Multiple Object Tracking

(2019) Jonathon Ashley Gibbs et al.   PLANT PHYSIOLOGY

DeepCount: In-Field Automatic Quantification of Wheat Spikes Using Simple Linear Iterative Clustering and Deep Convolutional Neural Networks

(2019) Pouria Sadeghi-Tehran et al.   Frontiers in Plant Science

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

(2019) Haipeng Xiong et al.   Plant Methods

Mask R-CNN

(2018) Kaiming He 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

Weed Growth Stage Estimator Using Deep Convolutional Neural Networks

(2018) Nima Teimouri et al.   SENSORS

Combining High-Throughput Phenotyping and Genomic Information to Increase Prediction and Selection Accuracy in Wheat Breeding

(2018) Jared Crain et al.   Plant Genome

Deep Learning for Plant Stress Phenotyping: Trends and Future Perspectives

(2018) Asheesh Kumar Singh et al.   TRENDS IN PLANT SCIENCE

WeedMap: A Large-Scale Semantic Weed Mapping Framework Using Aerial Multispectral Imaging and Deep Neural Network for Precision Farming

(2018) Inkyu Sa et al.   Remote Sensing

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

Yield trends, variability and stagnation analysis of major crops in France over more than a century

(2018) Bernhard Schauberger et al.   Scientific Reports

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

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Deep Plant Phenomics: A Deep Learning Platform for Complex Plant Phenotyping Tasks

(2017) Jordan R. Ubbens et al.   Frontiers in Plant Science

Measures for interoperability of phenotypic data: minimum information requirements and formatting

(2016) Hanna Ćwiek-Kupczyńska et al.   Plant Methods

PKLot – A robust dataset for parking lot classification

(2015) Paulo R.L. de Almeida et al.   EXPERT SYSTEMS WITH APPLICATIONS

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Plant phenotyping: from bean weighing to image analysis

(2015) Achim Walter et al.   Plant Methods

Why are wheat yields stagnating in Europe? A comprehensive data analysis for France

(2010) Nadine Brisson et al.   FIELD CROPS RESEARCH