Deep Learning in Controlled Environment Agriculture: A Review of Recent Advancements, Challenges and Prospects

EPSA-YOLO-V5s: A novel method for detecting the survival rate of rapeseed in a plant factory based on multiple guarantee mechanisms

(2022) Pan Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Hybrid Deep Learning Model for Predicting Lifetime and Mechanical Performance Degradation of Multilayer Greenhouse Polyethylene Films

(2022) Aid Lahcene et al.   POLYMER SCIENCE SERIES B

Deep Learning Models to Determine Nutrient Concentration in Hydroponically Grown Lettuce Cultivars (Lactuca sativa L.)

(2022) Mostofa Ahsan et al.   Sustainability

Development of an Occurrence Prediction Model for Cucumber Downy Mildew in Solar Greenhouses Based on Long Short-Term Memory Neural Network

(2022) Kaige Liu et al.   Agronomy-Basel

Benchmark of Deep Learning and a Proposed HSV Colour Space Models for the Detection and Classification of Greenhouse Tomato

(2022) Germano Moreira et al.   Agronomy-Basel

Non-destructive Leaf Area Index estimation via guided optical imaging for large scale greenhouse environments

(2022) Stefan Baar et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Three-dimensional pose detection method based on keypoints detection network for tomato bunch

(2022) Fan Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Deep learning-based segmentation of multiple species of weeds and corn crop using synthetic and real image datasets

(2022) Artzai Picon et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Visual recognition of cherry tomatoes in plant factory based on improved deep instance segmentation

(2022) Penghui Xu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

An improved YOLOv5 model based on visual attention mechanism: Application to recognition of tomato virus disease

(2022) Jiangtao Qi et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Far-near combined positioning of picking-point based on depth data features for horizontal-trellis cultivated grape

(2022) Yucheng Jin et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Calibrating the adaptive learning rate to improve convergence of ADAM

(2022) Qianqian Tong et al.   NEUROCOMPUTING

Enhancing Wheat Disease Diagnosis in a Greenhouse Using Image Deep Features and Parallel Feature Fusion

(2022) Zhao Zhang et al.   Frontiers in Plant Science

Non-destructive Plant Biomass Monitoring With High Spatio-Temporal Resolution via Proximal RGB-D Imagery and End-to-End Deep Learning

(2022) Nicolas Buxbaum et al.   Frontiers in Plant Science

YOLO-VOLO-LS: A Novel Method for Variety Identification of Early Lettuce Seedlings

(2022) Pan Zhang et al.   Frontiers in Plant Science

Crop Growth Monitoring System in Vertical Farms Based on Region-of-Interest Prediction

(2022) Yujin Hwang et al.   Agriculture-Basel

Field detection of tiny pests from sticky trap images using deep learning in agricultural greenhouse

(2021) Wenyong Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A vegetable disease recognition model for complex background based on region proposal and progressive learning

(2021) Ji Zhou et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Few-shot vegetable disease recognition model based on image text collaborative representation learning

(2021) Chunshan Wang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A survey of deep learning techniques for weed detection from images

(2021) A S M Mahmudul Hasan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Automatic visual estimation of tomato cluster maturity in plant rows

(2021) Gabriel Lins Tenorio et al.   MACHINE VISION AND APPLICATIONS

Tomato Anomalies Detection in Greenhouse Scenarios Based on YOLO-Dense

(2021) Xuewei Wang et al.   Frontiers in Plant Science

Recognition of Bloom/Yield in Crop Images Using Deep Learning Models for Smart Agriculture: A Review

(2021) Bini Darwin et al.   Agronomy-Basel

YOLOFig detection model development using deep learning

(2021) Olarewaju Mubashiru Lawal et al.   IET Image Processing

A long short‐term memory‐based model for greenhouse climate prediction

(2021) Yuwen Liu et al.   INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS

Convergence of the RMSProp deep learning method with penalty for nonconvex optimization

(2021) Dongpo Xu et al.   NEURAL NETWORKS

Evaluating the Single-Shot MultiBox Detector and YOLO Deep Learning Models for the Detection of Tomatoes in a Greenhouse

(2021) Sandro Augusto Magalhães et al.   SENSORS

Deep Learning Based Prediction on Greenhouse Crop Yield Combined TCN and RNN

(2021) Liyun Gong et al.   SENSORS

TheLNet270v1 – A Novel Deep-Network Architecture for the Automatic Classification of Thermal Images for Greenhouse Plants

(2021) Md. Parvez Islam et al.   Frontiers in Plant Science

State of the Art of Urban Smart Vertical Farming Automation System: Advanced Topologies, Issues and Recommendations

(2021) Mohamad Hanif Md Saad et al.   Electronics

A Field-Tested Harvesting Robot for Oyster Mushroom in Greenhouse

(2021) Jiacheng Rong et al.   Agronomy-Basel

Automatic Phenotyping of Tomatoes in Production Greenhouses Using Robotics and Computer Vision: From Theory to Practice

(2021) Hubert Fonteijn et al.   Agronomy-Basel

Fast and accurate green pepper detection in complex backgrounds via an improved Yolov4-tiny model

(2021) Xu Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Segmentation of abnormal leaves of hydroponic lettuce based on DeepLabV3+ for robotic sorting

(2021) Zhenchao Wu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Robotic harvesting of the occluded fruits with a precise shape and position reconstruction approach

(2021) Liang Gong et al.   Journal of Field Robotics

Towards Automated Analysis of Grain Spikes in Greenhouse Images Using Neural Network Approaches: A Comparative Investigation of Six Methods

(2021) Sajid Ullah et al.   SENSORS

Detection of heavy metal lead in lettuce leaves based on fluorescence hyperspectral technology combined with deep learning algorithm

(2021) Xin Zhou et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Improving Accuracy of Tomato Plant Disease Diagnosis Based on Deep Learning With Explicit Control of Hidden Classes

(2021) Alvaro Fuentes et al.   Frontiers in Plant Science

Time-Series Growth Prediction Model Based on U-Net and Machine Learning in Arabidopsis

(2021) Sungyul Chang et al.   Frontiers in Plant Science

Development of Monitoring Robot System for Tomato Fruits in Hydroponic Greenhouses

(2021) Dasom Seo et al.   Agronomy-Basel

Robust node detection and tracking in fruit-vegetable crops using deep learning and multi-view imaging

(2020) Frans P. Boogaard et al.   BIOSYSTEMS ENGINEERING

Detection of tomato organs based on convolutional neural network under the overlap and occlusion backgrounds

(2020) Jun Sun et al.   MACHINE VISION AND APPLICATIONS

Applications of Deep Learning for Dense Scenes Analysis in Agriculture: A Review

(2020) Qian Zhang et al.   SENSORS

Intact Detection of Highly Occluded Immature Tomatoes on Plants Using Deep Learning Techniques

(2020) Yue Mu et al.   SENSORS

Data augmentation using improved cDCGAN for plant vigor rating

(2020) Fengle Zhu et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

An obstacle separation method for robotic picking of fruits in clusters

(2020) Ya Xiong et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Time-serial analysis of deep neural network models for prediction of climatic conditions inside a greenhouse

(2020) Dae-Hyun Jung et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Wheat yield potential in controlled-environment vertical farms

(2020) Senthold Asseng et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Apple Shape Detection Based on Geometric and Radiometric Features Using a LiDAR Laser Scanner

(2020) Nikos Tsoulias et al.   Remote Sensing

A Novel Greenhouse-Based System for the Detection and Plumpness Assessment of Strawberry Using an Improved Deep Learning Technique

(2020) Chengquan Zhou et al.   Frontiers in Plant Science

Robust Cherry Tomatoes Detection Algorithm in Greenhouse Scene Based on SSD

(2020) Ting Yuan et al.   Agriculture-Basel

Length phenotyping with interest point detection

(2020) Adar Vit et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

EfficientNet-B4-Ranger: A novel method for greenhouse cucumber disease recognition under natural complex environment

(2020) Pan Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

MFC-CNN: An automatic grading scheme for light stress levels of lettuce (Lactuca sativa L.) leaves

(2020) Xia Hao et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Automatic greenhouse insect pest detection and recognition based on a cascaded deep learning classification method

(2020) Dan Jeric Arcega Rustia et al.   JOURNAL OF APPLIED ENTOMOLOGY

Tomato Fruit Detection and Counting in Greenhouses Using Deep Learning

(2020) Manya Afonso et al.   Frontiers in Plant Science

Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition

(2019) Chuan-Pin Lu et al.   Agronomy-Basel

Controlled Lighting and Illumination-Independent Target Detection for Real-Time Cost-Efficient Applications. The Case Study of Sweet Pepper Robotic Harvesting

(2019) Boaz Arad et al.   SENSORS

A Comparative Study of Deep CNN in Forecasting and Classifying the Macronutrient Deficiencies on Development of Tomato Plant

(2019) Trung-Tin Tran et al.   Applied Sciences-Basel

Deep learning – Method overview and review of use for fruit detection and yield estimation

(2019) Anand Koirala et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimating cadmium content in lettuce leaves based on deep brief network and hyperspectral imaging technology

(2019) Jun Sun et al.   JOURNAL OF FOOD PROCESS ENGINEERING

Vision Based Modeling of Plants Phenotyping in Vertical Farming under Artificial Lighting

(2019) Benjamin Franchetti et al.   SENSORS

Estimating transpiration rates of hydroponically-grown paprika via an artificial neural network using aerial and root-zone environments and growth factors in greenhouses

(2019) Du Sung Nam et al.   Horticulture Environment and Biotechnology

Plant Disease Detection and Classification by Deep Learning

(2019) Saleem et al.   Plants-Basel

Deep learning in agriculture: A survey

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

Design and test of robotic harvesting system for cherry tomato

(2018) Qingchun Feng et al.   International Journal of Agricultural and Biological Engineering

Estimating soybean leaf defoliation using convolutional neural networks and synthetic images

(2018) Lucas Abreu da Silva et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Explanation in artificial intelligence: Insights from the social sciences

(2018) Tim Miller   ARTIFICIAL INTELLIGENCE

Detection of Power Line Insulator Defects Using Aerial Images Analyzed With Convolutional Neural Networks

(2018) Xian Tao et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Stem localization of sweet-pepper plants using the support wire as a visual cue

(2014) C.W. Bac et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE