Winter Wheat

Winter wheat research focuses on optimizing yield and managing threats to production, such as disease and weeds. Current studies employ machine learning, particularly convolutional neural networks (CNNs) and transformers, to analyze multispectral imagery, 3D point clouds, and other data sources for tasks like yield prediction, disease detection (e.g., Fusarium head blight), and weed identification (e.g., blackgrass). These advancements in automated phenotyping and precision agriculture aim to improve efficiency, reduce resource use, and enhance food security.

Papers

November 7, 2024

Anticipatory Understanding of Resilient Agriculture to Climate
David Willmes, Nick Krall, James Tanis, Zachary Terner, Fernando Tavares, Joe Haberlin III, Matt Crichton, Alexander Schlichting
Climate Domain Winter Wheat Food Security Episodic Future Thinking

July 31, 2024

High-throughput 3D shape completion of potato tubers on a harvester
Pieter M. Blok, Federico Magistri, Cyrill Stachniss, Haozhou Wang, James Burridge, Wei Guo
Shape Completion RGB D Image Winter Wheat Russet Potato Clone

May 3, 2024

Multispectral Fine-Grained Classification of Blackgrass in Wheat and Barley Crops
Madeleine Darbyshire, Shaun Coutts, Eleanor Hammond, Fazilet Gokbudak, Cengiz Oztireli, Petra Bosilj, Junfeng Gao, Elizabeth Sklar, Simon Parsons
Fine Grained Image Classification Winter Wheat Plant Growth Simulation Weed Detection Weed Datasets

February 16, 2024

Developing an Optimal Model for Predicting the Severity of Wheat Stem Rust (Case study of Arsi and Bale Zone)
Tewodrose Altaye
Neural Network Back Propagation Radial Basis Function Severity Prediction Winter Wheat

January 15, 2024

Taec: a Manually annotated text dataset for trait and phenotype extraction and entity linking in wheat breeding literature
Claire Nédellec, Clara Sauvion, Robert Bossy, Mariya Borovikova, Louise Deléger
Entity Mention Text Datasets Distinct AInality Trait Winter Wheat Phenotype Recognition Plant Phenotype

November 27, 2023

Privacy-Preserving Data Sharing in Agriculture: Enforcing Policy Rules for Secure and Confidential Data Synthesis
Anantaa Kotal, Lavanya Elluri, Deepti Gupta, Varun Mandalapu, Anupam Joshi
Agricultural Domain Data Privacy Data Sharing Secure Approach Policy Design Agricultural Data Winter Wheat Private Data Generation

August 16, 2023

Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation
Xinshuo Hu, Dongfang Li, Baotian Hu, Zihao Zheng, Zhenyu Liu, Min Zhang
Large Language Model Winter Wheat Parameter Efficient Module

August 7, 2023

Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model
Babak Azad, Ahmed Abdalla, Kwanghee Won, Ali Mirzakhani Nafchi
Convolutional Neural Network Winter Wheat Plant Segmentation Fusarium Head Blight

June 29, 2023

A Fast Fourier Convolutional Deep Neural Network For Accurate and Explainable Discrimination Of Wheat Yellow Rust And Nitrogen Deficiency From Sentinel-2 Time-Series Data
Yue Shi, Liangxiu Han, Pablo González-Moreno, Darren Dancey, Wenjiang Huang, Zhiqiang Zhang, Yuanyuan Liu, Mengning Huan, Hong Miao, Min Dai
Group DIscrimination Winter Wheat Plant Stress

June 20, 2023

Winter Wheat Crop Yield Prediction on Multiple Heterogeneous Datasets using Machine Learning
Yogesh Bansal, Dr. David Lillis, Prof. Mohand Tahar Kechadi
Machine Learning Heterogeneous Datasets Crop Yield Prediction Winter Wheat

March 28, 2023

Multi-modal learning for geospatial vegetation forecasting
Vitus Benson, Claire Robin, Christian Requena-Mesa, Lazaro Alonso, Nuno Carvalhais, José Cortés, Zhihan Gao, Nora Linscheid, Mélanie Weynants, Markus Reichstein
Multi Modal Learning Canopy Height Winter Wheat Geospatial Vegetation Forecasting

March 19, 2023

Wheat Head Counting by Estimating a Density Map with Convolutional Neural Networks
Hongyu Guo
Convolutional Neural Network Density Map Winter Wheat Wheat Head

March 10, 2023

Fusarium head blight detection, spikelet estimation, and severity assessment in wheat using 3D convolutional neural networks
Oumaima Hamila, Christopher J. Henry, Oscar I. Molina, Christopher P. Bidinosti, Maria Antonia Henriquez
Estimation Task Severity Prediction Winter Wheat Wheat Head Fusarium Head Blight

December 13, 2022

In-Season Crop Progress in Unsurveyed Regions using Networks Trained on Synthetic Data
George Worrall, Jasmeet Judge
Synthetic Data Network Programming Crop Breeding Canopy Height Winter Wheat

June 30, 2022

Automated Wheat Disease Detection using a ROS-based Autonomous Guided UAV
Behzad Safarijalal, Yousef Alborzi, Esmaeil Najafi
Unmanned Aerial Vehicle Robot Operating System Agricultural Robotics Winter Wheat Wheat Head Crop Field

November 15, 2021

Two-dimensional Deep Regression for Early Yield Prediction of Winter Wheat
Giorgio Morales, John W. Sheppard
Convolutional Neural Network Precision Agriculture Convolutional Neural Network Architecture Yield Prediction Crop Yield Prediction Winter Wheat

Winter Wheat

Papers

Anticipatory Understanding of Resilient Agriculture to Climate

High-throughput 3D shape completion of potato tubers on a harvester

Multispectral Fine-Grained Classification of Blackgrass in Wheat and Barley Crops

Developing an Optimal Model for Predicting the Severity of Wheat Stem Rust (Case study of Arsi and Bale Zone)

Taec: a Manually annotated text dataset for trait and phenotype extraction and entity linking in wheat breeding literature

Privacy-Preserving Data Sharing in Agriculture: Enforcing Policy Rules for Secure and Confidential Data Synthesis

Separate the Wheat from the Chaff: Model Deficiency Unlearning via Parameter-Efficient Module Operation

Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model

A Fast Fourier Convolutional Deep Neural Network For Accurate and Explainable Discrimination Of Wheat Yellow Rust And Nitrogen Deficiency From Sentinel-2 Time-Series Data

Winter Wheat Crop Yield Prediction on Multiple Heterogeneous Datasets using Machine Learning

Multi-modal learning for geospatial vegetation forecasting

Wheat Head Counting by Estimating a Density Map with Convolutional Neural Networks

Fusarium head blight detection, spikelet estimation, and severity assessment in wheat using 3D convolutional neural networks

In-Season Crop Progress in Unsurveyed Regions using Networks Trained on Synthetic Data

Automated Wheat Disease Detection using a ROS-based Autonomous Guided UAV

Two-dimensional Deep Regression for Early Yield Prediction of Winter Wheat