Automated Tomato Inspection and Harvesting System Using Robotic Arm and Computer Vision in Greenhouses
文献类型: 会议论文
第一作者: Gaby Abou Haidar
作者: Gaby Abou Haidar 1 ; Maher Alaa Deen 1 ; Roger Achkar 1 ; Michel Owayjan 1 ; Roy Abi Zeid Daou 2 ;
作者机构: 1.Department of Mechatronics Engineering, American University of Science and Technology, Zahle, Lebanon
2.Department of Mechatronics Engineering, Sagesse University, Beirut, Lebanon
关键词: Computer vision;Software libraries;Crops;Spraying;Greenhouses;Production;Task analysis
会议名称: International Conference on Advances in Computational Tools for Engineering Applications
主办单位:
页码: 183-189
摘要: This paper discusses the development of an advanced robotic system equipped with a computer vision system for use in greenhouses to identify and harvest ripe, unripe, and diseased tomatoes. The system operates in two modes, harvesting and pruning, and is implemented using a raspberry pi and free software libraries such as Python, OpenCV, and PyTorch. The vision system utilizes YOLOv3 deep neural network for classification and MiDaS for depth estimation, and a graphical user interface is included for communication with the farmer.
分类号: tp301.6-53
- 相关文献
[1]TWIN-GRU: Twin Stream GRU Network for Action Recognition from RGB Video. Hajer Essefi,Olfa Ben Ahmed,Christel Bidet-Ildei,Yannick Blandin,Christine Fernandez-Maloigne. 2021
[2]A Computer Vision Approach to Radial Velocity Extraction for Exoplanet Detection. Katelyn Gan,Vinesh Maguire Rajpaul. 2023
[3]Study for Emotion Recognition of Different Age Groups Students during Online Class. Ati Jain,Hare Ram Sah,Abhay Kothari. 2021
[4]Study on temperature and humidity coupling control of plant factory based on ANFIS. Liu Jiayao,Guo Xiaokun,Liu Yong,Hu Wenwen,Xu Shipu,Wang Yunsheng. 2022
[5]Quantification of the impact of cover crops on Net Ecosystem Exchange using AgriCarbon-EOv0.1. Soussana J-F,H. Gibrin,M. Ferlicop,Dejoux J-F,E. Ceschia,A. Al Bitar,T. Wijmer,L. Arnaud,R. Fieuzal. 2022
[6]Detection of Emotions from Speech using Deep Learning Techniques and Traditional Techniques: A Survey. Rashmi Rani,Manoj Kumar Ramaiya. 2023
[7]Estimation of grassland productivity by using climate parameters in the French Piedmonts Pyrenean Mountains. Protin P.V.,Pommelet A.,Caperaa P.. 2011
[8]Evaluation of Solar Energy Generation and Radiation Prediction Using Machine Learning. Santosh S Raghuwanshi,Jagrati Gupta,Gourav Shrivastava. 2023
[9]Decoding the Popularity of TV Series: A Network Analysis Perspective. Melody Yu,Yu Sun. 2024
作者其他论文 更多>>
-
Comparative Study of Two Sky Hook Strategies analyzed from a control theory perspective
作者:Fouad Farah;Xavier Moreau;Roy Abi Zeid Daou
关键词:Vibrations;Suspensions (mechanical systems);Sensitivity;Transfer functions;Wheels;Control theory;Safety
-
Impact of Pretraining Datasets on Point-MAE Performance in Point Cloud Classification
作者:Rita Younes;Roy Abi Zeid Daou;Grace El Khoury;Jalal Possik;Charles Yaacoub
关键词:3D modeling;Performance benchmarking;Point cloud classification;Point-MAE;Self-supervised learning
-
Design and Implementation of a QR-Enabled Autonomous Bartender Using a User-Friendly Interface
作者:Joseph El Chartouni;Elio El Ghaoui;Gaby Abou Haidar;Roy Abi Zeid Daou
关键词:Automation;Costs;Accuracy;Service robots;QR codes;Beverage industry;Time factors
-
Design and Implementation of a Smart Human Posture Monitoring Device Using a Wearable Vest
作者:Roy Abi Zeid Daou;Elio Geha;Youssef Aoun;Ali Hayek;Josef Boercsoek;Jose Javier Serrano Olmedo
关键词:Visualization;Pain;System performance;Electrical safety;Assistive devices;Biomedical monitoring;Monitoring
-
Computer Vision-Based Assistance System for Visually Impaired Individuals in Vending Machine Interactions
作者:Karla Miriam Reyes Leiva;Roy Abi Zeid Daou;José Javier Serrano Olmedo
关键词:YOLO;Training;Visualization;Navigation;Computational modeling;Supervised learning
-
Novel Image Processing Technique for Detection of Brain Inflammatory Diseases Using MRI Images
作者:Mohammad Marwan El Sidani;Wassim Kehdi;Charles Yaacoub;Mirna Jreije;Roy Abi Zeid Daou;Rita Younes
关键词:Pathology;Image segmentation;Machine learning algorithms;Magnetic resonance imaging;Approximation algorithms;Classification algorithms;Lesions
-
Design of an IOT Intra-Venious System for Patient Monitoring
作者:Tanios Tawk;Antonio El Sarrouh;Roy Abi Zeid Daou
关键词:Wireless communication;Patient monitoring;Medical services;Transforms;Real-time systems;Safety;Internet of Things