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Crop Yield Prediction Using Deep Neural Networks

7 February 2019

Papers citing "Crop Yield Prediction Using Deep Neural Networks"

31 / 31 papers shown

Title
WeedSense: Multi-Task Learning for Weed Segmentation, Height Estimation, and Growth Stage Classification Toqi Tahamid Sarker Khaled R Ahmed Taminul Islam Cristiana Bernardi Rankrape Karla Gage 92 1 0 20 Aug 2025
AgriPotential: A Novel Multi-Spectral and Multi-Temporal Remote Sensing Dataset for Agricultural Potentials Mohammad El Sakka Caroline De Pourtales Lotfi Chaari Josiane Mothe 147 1 0 13 Jun 2025
On the Generalizability of Foundation Models for Crop Type Mapping Yi-Chia Chang Adam J. Stewart Favyen Bastani Piper Wolters Shreya Kannan George R. Huber Jingtong Wang Arindam Banerjee 362 4 0 14 Sep 2024
A Machine Learning Approach for Crop Yield and Disease Prediction Integrating Soil Nutrition and Weather Factors Forkan Uddin Ahmed Annesha Das Md. Zubair 73 4 0 28 Mar 2024
Innovations in Agricultural Forecasting: A Multivariate Regression Study on Global Crop Yield PredictionIJARCCE (IJARCCE), 2023 Ishaan Gupta Samyutha Ayalasomayajula Yashas Shashidhara Anish Kataria Shreyas Shashidhara Krishita Kataria Aditya Undurti 212 4 0 04 Dec 2023
Learning county from pixels: corn yield prediction with attention-weighted multiple instance learningInternational Journal of Remote Sensing (IJRS), 2023 Xiaoyu Wang Yuchi Ma Qunying Huang Zhengwei Yang Zhou Zhang 577 2 0 02 Dec 2023
Challenges for Predictive Modeling with Neural Network Techniques using Error-Prone Dietary Intake DataStatistics in Medicine (Stat Med), 2023 Dylan Spicker Amir Nazemi Joy M Hutchinson Paul Fieguth Sharon I. Kirkpatrick Michael P Wallace Kevin W. Dodd 163 1 0 15 Nov 2023
Agri-GNN: A Novel Genotypic-Topological Graph Neural Network Framework Built on GraphSAGE for Optimized Yield Prediction Aditya Gupta Asheesh Singh 111 11 0 19 Oct 2023
GPT-4 as an Agronomist Assistant? Answering Agriculture Exams Using Large Language Models B. Silva Leonardo Nunes Roberto Estevão Vijay Aski Ranveer Chandra ELM LM&MA 248 24 0 10 Oct 2023
A Hybrid Deep Learning-based Approach for Optimal Genotype by Environment Selection Zahra Khalilzadeh Motahareh Kashanian S. Khaki Lizhi Wang 110 1 0 22 Sep 2023
MMST-ViT: Climate Change-aware Crop Yield Prediction via Multi-Modal Spatial-Temporal Vision TransformerIEEE International Conference on Computer Vision (ICCV), 2023 Fudong Lin Summer Crawford Kaleb Guillot Yihe Zhang Yan Chen ... Tri Setiyono B. Tubana Lu Peng Magdy A. Bayoumi N. Tzeng 284 53 0 16 Sep 2023
Differentiable modeling to unify machine learning and physical models and advance Geosciences Chaopeng Shen A. Appling Pierre Gentine Toshiyuki Bandai H. Gupta ... Chris Rackauckas Tirthankar Roy Chonggang Xu Binayak Mohanty K. Lawson AI4CE 347 16 0 10 Jan 2023
Corn Yield Prediction based on Remotely Sensed Variables Using Variational Autoencoder and Multiple Instance Regression Zeyu Cao Yuchi Ma Zuxun Zhang 111 3 0 23 Nov 2022
Towards Global Crop Maps with Transfer LearningIEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2022 H. Jo Alkiviadis Koukos Vasileios Sitokonstantinou Wookyun Lee C. Kontoes 193 6 0 09 Nov 2022
Extreme Gradient Boosting for Yield Estimation compared with Deep Learning ApproachesComputers and Electronics in Agriculture (Comput. Electron. Agric.), 2022 Florian Huber Artem Yushchenko Benedikt Stratmann Volker Steinhage 101 100 0 26 Aug 2022
A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction Joshua Fan Junwen Bai Zhiyun Li Ariel Ortiz-Bobea Daniel Schwalbe-Koda 325 105 0 17 Nov 2021
Densely connected neural networks for nonlinear regression Chao Jiang Canchen Jiang Dongwei Chen Fei Hu PINN 76 25 0 29 Jul 2021
Corn Yield Prediction with Ensemble CNN-DNNFrontiers in Plant Science (Front. Plant Sci.), 2021 Mohsen Shahhosseini Guiping Hu S. Khaki S. Archontoulis 147 76 0 29 May 2021
Winter wheat yield prediction using convolutional neural networks from environmental and phenological dataScientific Reports (Sci Rep), 2021 A. Srivastava N. Safaei S. Khaki Gina M. Lopez W. Zeng F. Ewert T. Gaiser Jaber Rahimi 181 128 0 04 May 2021
WheatNet: A Lightweight Convolutional Neural Network for High-throughput Image-based Wheat Head Detection and CountingNeurocomputing (Neurocomputing), 2021 S. Khaki N. Safaei Hieu H. Pham Lizhi Wang 223 111 0 17 Mar 2021
High-Throughput Image-Based Plant Stand Count Estimation Using Convolutional Neural NetworksbioRxiv (bioRxiv), 2020 S. Khaki Hieu H. Pham Ye Han W. Kent Lizhi Wang 230 19 0 23 Oct 2020
Coupling Machine Learning and Crop Modeling Improves Crop Yield Prediction in the US Corn BeltScientific Reports (Sci Rep), 2020 Mohsen Shahhosseini Guiping Hu S. Archontoulis I. Huber AI4Cl 267 315 0 28 Jul 2020
DeepCorn: A Semi-Supervised Deep Learning Method for High-Throughput Image-Based Corn Kernel Counting and Yield Estimation S. Khaki Hieu H. Pham Ye Han Andy Kuhl W. Kent Lizhi Wang 197 70 0 20 Jul 2020
Crop Yield Prediction Integrating Genotype and Weather Variables Using Deep LearningPLoS ONE (PLOS ONE), 2020 Johnathon Shook Tryambak Gangopadhyay Linjian Wu Baskar Ganapathysubramanian Soumik Sarkar Asheesh K. Singh 142 157 0 24 Jun 2020
Convolutional Neural Networks for Image-based Corn Kernel Detection and CountingItalian National Conference on Sensors (INS), 2020 S. Khaki Hieu H. Pham Ye Han Andy Kuhl W. Kent Lizhi Wang 226 59 0 26 Mar 2020
Forecasting Corn Yield with Machine Learning EnsemblesFrontiers in Plant Science (Front. Plant Sci.), 2020 Mohsen Shahhosseini Guiping Hu S. Archontoulis 284 211 0 18 Jan 2020
A CNN-RNN Framework for Crop Yield PredictionFrontiers in Plant Science (Front. Plant Sci.), 2019 S. Khaki Lizhi Wang S. Archontoulis 241 520 0 20 Nov 2019
Maize Yield and Nitrate Loss Prediction with Machine Learning AlgorithmsEnvironmental Research Letters (ERL), 2019 Mohsen Shahhosseini R. Martinez-Feria Guiping Hu S. Archontoulis 338 171 0 14 Aug 2019
Optimizing Ensemble Weights and Hyperparameters of Machine Learning Models for Regression ProblemsMachine Learning with Applications (MLWA), 2019 Mohsen Shahhosseini Guiping Hu Hieu H. Pham 397 182 0 14 Aug 2019
Aerial hyperspectral imagery and deep neural networks for high-throughput yield phenotyping in wheatComputers and Electronics in Agriculture (Comput. Electron. Agric.), 2019 A. Moghimi Ce Yang J. Anderson 83 79 0 23 Jun 2019
Classification of Crop Tolerance to Heat and Drought: A Deep Convolutional Neural Networks Approach S. Khaki Zahra Khalilzadeh Lizhi Wang 520 32 0 02 Jun 2019