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  YOLO deep learning algorithm for object detection in agriculture: a review

  Kamalesh Kanna S, Kumaraperumal Ramalingam, Pazhanivelan P, Jagadeeswaran R, Prabu P.C.

  13-12-2024

  https://doi.org/10.4081/jae.2024.1641

  6361

  PDF: 2002

  HTML: 607
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  Pitaya detection using an improved lightweight Faster R-CNN based on MobileNetV3 in densely planted pitaya orchards

  Yulong Nan, Huichun Zhang, Jiaqiang Zheng, Kunqi Yang

  17-07-2025

  https://doi.org/10.4081/jae.2025.1886

  538

  PDF: 276

  HTML: 26
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  Fast identification of tomatoes in natural environments by improved YOLOv5s

  Hongbo Wang, Zhicheng Xie, Yongzheng Yang, Junmao Li, Zilu Huang, Zhihong Yu

  09-07-2024

  https://doi.org/10.4081/jae.2024.1588

  738

  PDF: 358

  HTML: 36
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  Static laser weeding system based on improved YOLOv8 and image fusion

  Xiwang Du, Xia Li, Fangtao Duan, Jiawei Hua, Mengchao Hu

  03-10-2024

  https://doi.org/10.4081/jae.2024.1598

  2221

  PDF: 1081

  HTML: 149
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  Grape detection in natural environment based on improved YOLOv8 network

  Meng Junjie, Cao Ziang, Guo Dandan, Wang Yuwei, Zhang Dashan, Liu Bingyou, Hou Wenhui

  20-08-2024

  https://doi.org/10.4081/jae.2024.1594

  921

  PDF: 521

  HTML: 33
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  SCS-YOLO11: a robust detection framework for pileus of deer antler mushrooms in greenhouse environments

  Shuzhen Yang, Jiahong Du, Dongjian Zhang, sangsang Li

  15-12-2025

  https://doi.org/10.4081/jae.2025.1930

  424

  PDF: 273

  HTML: 16
• 

  Lightweight sandy vegetation object detection algorithm based on attention mechanism

  Zhongwei Hua, Min Guan

  21-11-2022

  https://doi.org/10.4081/jae.2022.1471

  1675

  PDF: 492

  HTML: 34

• Real-time straw moisture content detection system for mobile straw granulator

  Wei Wang, Yuanjuan Gong, Xuewei Bai, Rui Tan

  26-03-2024

  https://doi.org/10.4081/jae.2024.1570

  2721

  PDF: 606

  HTML: 65
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  Tomato detection in natural environment based on improved YOLOv8 network

  Wancheng Dong, Yipeng Zhao, Jiaxing Pei, Zuolong Feng, Zhikai Ma, Leilei Wang, Simon Shemin Wang

  24-07-2025

  https://doi.org/10.4081/jae.2025.1732

  1107

  PDF: 760

  HTML: 71
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  Cassava stalk detection for a cassava harvesting robot based on YOLO v4 and Mask R-CNN

  Thanaporn Singhpoo, Khwantri Saengprachatanarug, Seree Wongpichet, Jetsada Posom, Kanda Runapongsa Saikaew

  01-08-2023

  https://doi.org/10.4081/jae.2023.1301

  2198

  PDF: 813

  HTML: 160
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  Detection method of potato leaf disease based on YOLOv5s

  Jingtao Li, Hao Chen, Guisong Li, Yueqi Liu, Yanli Yang, Xia Liu, Chang Yi Wang

  03-06-2024

  https://doi.org/10.4081/jae.2024.1587

  1034

  PDF: 578

  HTML: 105
• 

  AC-YOLO: citrus detection in the natural environment of orchards

  Xu Xiao, Yaonan Wang, Yiming Jiang, Haotian Wu, Zhe Zhang, Rujing Wang

  27-12-2024

  https://doi.org/10.4081/jae.2024.1654

  1062

  PDF: 476

  HTML: 37

• Zanthoxylum infructescence detection based on adaptive density clustering

  Diwei Wu, Shaohua Zeng, Shuai Wang, Yanan Chen, Yidan Xu

  26-03-2024

  https://doi.org/10.4081/jae.2024.1568

  2159

  PDF: 404

  SUPPLEMENTARY MATERIAL: 104

  HTML: 18
• 

  Real-time banana harvest readiness prediction using mobile SE-enhanced YOLO classification

  Preety Baglat, Fábio Mendonça, Sheikh Shanawaz Mostafa, Sidharth Gupta, Francisco Silva, Helena Garcês, Ruben Sousa, Diana Côrte, Fernando Morgado-Dias

  28-01-2026

  https://doi.org/10.4081/jae.2026.2003

  705

  PDF: 264

  Supplementary: 43

  HTML: 12

• Multi-class segmentation of navel orange surface defects based on improved DeepLabv3+

  Yun Zhu, Shuwen Liu, Xiaojun Wu, Lianfeng Gao, Youyun Xu

  20-02-2024

  https://doi.org/10.4081/jae.2024.1564

  1462

  PDF: 573

  HTML: 55
• 

  Application of ground penetrating radar technology in moisture content detection of stored grain

  Fan Cui, Guoqi Dong, Baiping Chen, Penglin Yong, Suping Peng

  15-09-2022

  https://doi.org/10.4081/jae.2022.1472

  2096

  PDF: 835

  HTML: 110
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  Automated tea shoot picking using the YOLO network and Mamba images segmentation for top-view detection with a monocular camera

  Zhiqiang Wang, Hui Niu, Jing Zhang, Wu Zhang, Jian Mao, Shengqi Zhang, Jun Liu, Guanpeng Zuo, Zhe Zheng, Zhenxiang Chi

  18-11-2025

  https://doi.org/10.4081/jae.2025.1637

  527

  PDF: 263

  HTML: 11

• Apple recognition and picking sequence planning for harvesting robot in a complex environment

  Wei Ji, Tong Zhang, Bo Xu, Guozhi He

  31-10-2023

  https://doi.org/10.4081/jae.2024.1549

  2110

  PDF: 907

  SUPPLEMENTARY MATERIAL: 114

  HTML: 48
• 

  An intelligent system for detecting Mediterranean fruit fly [Medfly; Ceratitis capitata (Wiedemann)]

  Yusuf Uzun, Mehmet Resit Tolun, Halil Tanyer Eyyuboglu, Filiz Sarı

  30-06-2022

  https://doi.org/10.4081/jae.2022.1381

  3192

  PDF: 903

  HTML: 432
• 

  Potato powdery scab segmentation using improved GrabCut algorithm

  Rui Liu, Tong Zhu, Jiawei Wu, Jingtao Li

  09-05-2024

  https://doi.org/10.4081/jae.2024.1585

  806

  PDF: 450

  HTML: 27
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  Intelligent system based on a satellite image detection algorithm and a fuzzy model for evaluating sugarcane crop quality by predicting uncertain climatic parameters

  Alina Evelyn Badillo-Márquez, Isaí Pardo-Escandón, Alberto Alfonso Aguilar-Lasserre, Constantino Gerardo Moras-Sánchez, Rita Flores-Asis

  09-07-2024

  https://doi.org/10.4081/jae.2024.1590

  983

  PDF: 408

  HTML: 21
• 

  Sheep pose estimation via image analysis and body measurements derived from key points

  Cafer Tayyar Bati

  28-08-2025

  https://doi.org/10.4081/jae.2025.1719

  1268

  PDF: 450

  HTML: 79

• Comparative analysis of 2D and 3D vineyard yield prediction system using artificial intelligence

  Dhanashree Barbole, Parul M. Jadhav

  30-10-2023

  https://doi.org/10.4081/jae.2023.1545

  1514

  PDF: 587

  HTML: 22
• 

  AI-powered autonomous spraying robot for precision orchard applications

  Dilara Gerdan Koc, Caner Koc, Mustafa Comakli

  10-12-2025

  https://doi.org/10.4081/jae.2025.1766

  1952

  PDF: 528

  HTML: 61
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  A review of deep learning based agricultural remote sensing image segmentation

  Qinghua Ren, Yanlin Wu, Qingshuai Zeng, Ning Yang

  01-12-2025

  https://doi.org/10.4081/jae.2025.1954

  1947

  PDF: 506

  HTML: 26
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  Automatic sheep counting method and experimental study based on mask R-CNN

  YiKun Fan, Ting Li, Hao Lian, HuiLin Jiang, Wenqian Yang, Peng Zhou, Meian Li

  12-09-2025

  https://doi.org/10.4081/jae.2025.1614

  1147

  PDF: 333

  HTML: 53
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  Automatic solution for detection, identification and biomedical monitoring of a cow using remote sensing for optimised treatment of cattle

  Yevgeny Beiderman, Mark Kunin, Eli Kolberg, Ilan Halachmi, Binyamin Abramov, Rafael Amsalem, Zeev Zalevsky

  153-160

  21-12-2014

  https://doi.org/10.4081/jae.2014.418

  3312

  PDF: 1089

  HTML: 1873
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  Recognition of pepper plant and ridge characteristics using an ultrasonic sensor for smart upland crop production

  Mohammod Ali, Md Rejaul Karim, Md Sazzadul Kabir, Md Asrakul Haque, Kyu-Ho Lee, Sun-Ok Chung

  21-07-2025

  https://doi.org/10.4081/jae.2025.1881

  748

  PDF: 420

  HTML: 16
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  Automated system for the detection of risk in agricultural sugarcane harvesting using digital image processing and deep learning

  Alina Evelyn Badillo-Márquez, Jonathan J. Cid-Galiot, Rubén Posada-Gómez, Alberto Alfonso Aguilar-Lasserre

  08-05-2024

  https://doi.org/10.4081/jae.2024.1581

  1080

  PDF: 652

  HTML: 16
• 

  Key technology of crop precision sowing based on the vision principle

  Bing Li, Jiyun Li

  25-08-2022

  https://doi.org/10.4081/jae.2022.1453

  2362

  PDF: 554

  HTML: 58
• 

  Fluorescence hyper-spectral imaging to detecting faecal contamination on fresh tomatoes

  Roberto Romaniello, Giorgio Peri, Alessandro Leone

  7-11

  08-03-2016

  https://doi.org/10.4081/jae.2016.491

  2203

  PDF: 1043

  HTML: 845
• 

  Leveraging deep semantic segmentation for assisted weed detection

  Francisco Garibaldi-Márquez, Gerardo Flores, Luis M. Valentín-Coronado

  18-02-2025

  https://doi.org/10.4081/jae.2025.1741

  1142

  PDF: 446

  HTML: 58
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  Design and experiment of a self-propelled target spraying machine for walnut orchards based on infrared laser sensing

  Peng Yan, Liangqing Li, Kui Liu, Lina Ma, Wangyuan Zong, Chengming Luo, Yangjie Xu

  08-09-2025

  https://doi.org/10.4081/jae.2025.1775

  369

  PDF: 184

  HTML: 19
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  Constant pressure control for variable-rate spray using closed-loop proportion integration differentiation regulation

  Wei Deng, Chunjiang Zhao, Liping Chen, Xiu Wang

  148-156

  29-09-2016

  https://doi.org/10.4081/jae.2016.512

  3216

  PDF: 1208

  HTML: 1699
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  Development of a combined harvester navigation control system based on visual simultaneous localization and mapping-inertial guidance fusion

  Fuhao Zhu, Jin Chen, Zhuohuai Guan, Yahui Zhu, Hao Shi, Kai Cheng

  08-05-2024

  https://doi.org/10.4081/jae.2024.1583

  1215

  PDF: 603

  HTML: 29
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  Multi-temporal geomorphometric analysis to assess soil erosion under different tillage practices: A methodological case study

  Sara Cucchiaro, Laura Carretta, Paolo Nasta, Federico Cazorzi, Roberta Masin, Nunzio Romano, Paolo Tarolli

  31-03-2022

  https://doi.org/10.4081/jae.2022.1279

  1683

  PDF: 775

  Appendix: 201

  HTML: 73
• 

  Design and test of an efficient seedling pick-up device with a combination of air jet ejection and mechanical action

  Luhua Han, Haorui Ma, Menghan Mo, Francis Kumi, Jianping Hu, Hanping Mao

  16-04-2024

  https://doi.org/10.4081/jae.2024.1575

  1182

  PDF: 652

  HTML: 84
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  GPPK4PCM: pest classification model integrating growth period prior knowledge

  Jianhua Zheng, Junde Lu, Yusha Fu, Ruolin Zhao, Jinfang Liu, Zhaoxi Luo, Zhijie Luo

  18-07-2025

  https://doi.org/10.4081/jae.2025.1814

  416

  PDF: 230

  HTML: 10

• Double-branch deep convolutional neural network-based rice leaf diseases recognition and classification

  Xiong Bi, Hongchun Wang

  30-10-2023

  https://doi.org/10.4081/jae.2023.1544

  1864

  PDF: 631

  APPENDIX: 130

  HTML: 21
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  Proposal of an integrated 3D architectural survey method for application in historic agri-food building analysis and representation

  Salvatore Praticò, Raimondo Tripodi, Viviana Tirella, Salvatore Di Fazio, Francesco Barreca, Giuseppe Modica

  04-04-2023

  https://doi.org/10.4081/jae.2023.1521

  2433

  PDF: 864

  HTML: 39
• 

  Present and future of the numerical methods in buildings and infrastructures areas of biosystems engineering

  Francisco Ayuga

  1-12

  21-04-2015

  https://doi.org/10.4081/jae.2015.436

  3500

  PDF: 2075

  HTML: 3004
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  Proximal optical sensing for vineyard control and management: a review

  Alessio Tugnolo, Hugo M. Oliveira, Valentina Giovenzana, Roberto Beghi, Davide Bianchi, Alessia Pampuri, Andrea Casson, Lucio Brancadoro, Joao Piteira, Natacha Fontes, Antonio Graca, Paulo Freitas, Riccardo Guidetti

  01-07-2025

  https://doi.org/10.4081/jae.2025.1642

  884

  PDF: 451

  HTML: 20
• 

  Passive ultra high frequency radio frequency identification systems for single-item identification in food supply chains

  Paolo Barge, Paolo Gay, Valentina Merlino, Cristina Tortia

  28-35

  17-02-2017

  https://doi.org/10.4081/jae.2017.584

  2640

  PDF: 937

  HTML: 1028

• Variable-rate spray system for unmanned aerial applications using lag compensation algorithm and pulse width modulation spray technology

  Zhongkuan Wang, Sheng Wen, Yubin Lan, Yue Liu, Yingying Dong

  31-10-2023

  https://doi.org/10.4081/jae.2023.1547

  1971

  PDF: 951

  HTML: 107
• 

  Image analysis of real-time classification of cherry fruit from colour features

  José F. Reyes, Elías Contreras, Christian Correa, Pedro Melin

  23-12-2021

  https://doi.org/10.4081/jae.2021.1160

  1928

  PDF: 886

  HTML: 47
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  Understanding land use and land cover change in a prolonged conflict affected farming system: the case of Tuban district, Yemen

  Molla Mekonnen Alemu, Hussein Gadain, Brigadier Libanda

  15-11-2024

  https://doi.org/10.4081/jae.2024.1635

  1471

  PDF: 713

  HTML: 27
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  Handheld sensing system for data-driven irrigation management in olive orchards

  Eliseo Roma, Francisco Rovira-Más, Pietro Catania

  05-09-2025

  https://doi.org/10.4081/jae.2025.1960

  479

  PDF: 517

  HTML: 12
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  Lychee cultivar fine-grained image classification method based on improved ResNet-34 residual network

  Yiming Xiao, Jianhua Wang, Hongyi Xiong, Fangjun Xiao, Renhuan Huang, Licong Hong, Bofei Wu, Jinfeng Zhou, Yongbin Long, Yubin Lan

  17-07-2024

  https://doi.org/10.4081/jae.2024.1593

  1174

  PDF: 544

  HTML: 28

• 3D modeling and volume measurement of bulk grains stored in large warehouses using bi-temporal multi-site terrestrial laser scanning data

  Xingbo Hu, Tian Xia, Leidong Yang, Fangming Wu, Ying Fan, Yinghong Tian

  23-01-2024

  https://doi.org/10.4081/jae.2024.1555

  1855

  PDF: 720

  HTML: 238
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  Review on electromagnetic soil sensing technologies: devices, statistical models, and future perspective

  Eleonora Iaccheri, Luigi Ragni, Annachiara Berardinelli

  23-01-2026

  https://doi.org/10.4081/jae.2025.1817

  1385

  PDF: 571

  HTML: 124
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  3D numerical modelling of temperature and humidity index distribution in livestock structures: a cattle-barn case study

  Carlos Alejandro Perez Garcia, Marco Bovo, Daniele Torreggiani, Patrizia Tassinari, Stefano Benni

  12-05-2023

  https://doi.org/10.4081/jae.2023.1522

  2078

  PDF: 796

  HTML: 98
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  Modelling and verification of sesame seed particles using the discrete element method

  Noureldin Sharaby, Artyom Doroshenko, Andrey Butovchenko

  28-06-2022

  https://doi.org/10.4081/jae.2022.1286

  22787

  PDF: 961

  HTML: 154
• 

  Fine-grained recognition algorithm of crop pests based on cross-layer bilinear aggregation and multi-task learning

  Juquan Ruan, Shuo Liu, Wanjing Mao, Shan Zeng, Zhuoyi Zhang, Guangsun Yin

  30-10-2024

  https://doi.org/10.4081/jae.2024.1606

  843

  PDF: 379

  HTML: 11
• 

  Structural design, modeling and simulation analysis of a cage broiler inspection robot

  Yongmin Guo, Xinwei Yu, Wanchao Zhang, Changxi Chen, Liji Yu

  07-04-2025

  https://doi.org/10.4081/jae.2025.1806

  836

  PDF: 516

  HTML: 33

• An active-optical reflectance sensor in-field testing for the prediction of winter wheat harvest metrics

  Marko Milan Kostić, Nataša Ljubičić, Vladimir Aćin, Milan Mirosavljević, Maša Budjen, Miloš Rajković, Nebojša Dedović

  16-02-2024

  https://doi.org/10.4081/jae.2024.1559

  1296

  PDF: 475

  SUPPLEMENTARY MATERIAL: 132

  HTML: 13
• 

  Cost-effective IoT hyperspectral prototype for distributed agri-food product monitoring

  Sara Vignati, Alessio Tugnolo, Marco Torrente, Alessia Pampuri, Riccardo Guidetti, Roberto Beghi, Valentina Giovenzana

  14-07-2025

  https://doi.org/10.4081/jae.2025.1664

  967

  PDF: 455

  HTML: 47
• 

  Unmanned aerial vehicle and proximal sensing of vegetation indices in olive tree (Olea europaea)

  Eliseo Roma, Pietro Catania, Mariangela Vallone, Santo Orlando

  12-10-2023

  https://doi.org/10.4081/jae.2023.1536

  1723

  PDF: 992

  HTML: 118
• 

  Operational evaluation of an optical sensor for the automatic in-line estimation of total mixed ration fibre length and particle size in a mixing wagon

  Massimo Brambilla, Andrea Lazzari, Simone Giovinazzo, Francesco Tangorra, Aldo Calcante, Carlo Bisaglia

  04-03-2025

  https://doi.org/10.4081/jae.2025.1730

  914

  PDF: 446

  HTML: 31

• Research on inspection route of hanging environmental robot based on computational fluid dynamics

  Hui Yang, Yuhao Li, Chengguo Fu, Rongxian Zhang, Haibo Li, Yipeng Feng, Yaqi Zhang, Hongbin Cong, Fuquan Nie

  20-02-2024

  https://doi.org/10.4081/jae.2024.1565

  2886

  PDF: 420

  SUPPLEMENTARY MATERIAL: 93

  HTML: 19
• 

  Design and experiments of an integrated device for shrimp orientation and decapitation

  Panchen Ruan, Yifan Fang, Zetong Li, Qiansheng Tang, Liangyuan Xu

  16-10-2024

  https://doi.org/10.4081/jae.2024.1611

  1032

  PDF: 422

  HTML: 60
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  Effect of different photoperiod regimes in combination with natural and artificial light on nutrient uptake in bok choy (Brassica rapa L.) using an internet of things-based hydroponics system

  Bayu Taruna Widjaja Putra, Wahyu Nurkholis Hadi Syahputra, Parawita Dewanti

  08-05-2024

  https://doi.org/10.4081/jae.2024.1579

  1957

  PDF: 1043

  HTML: 14
• 

  Residual attention based multi-label learning for apple leaf disease identification

  Changjian Zhou, Zhenyuan Zhao, Wenzhuo Chen, Yuquan Feng, Jia Song, Wensheng Xiang

  20-08-2024

  https://doi.org/10.4081/jae.2024.1595

  1001

  PDF: 414

  HTML: 27
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  Hyperspectral imaging system to online monitoring the soy flour content in a functional pasta

  Roberto Romaniello, Antonietta Eliana Barrasso, Antonio Berardi, Claudio Perone, Antonia Tamborrino, Filippo Catalano, Antonietta Baiano

  04-08-2023

  https://doi.org/10.4081/jae.2023.1535

  1763

  PDF: 568

  HTML: 41
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  Analysis of the effects of agricultural land use change on rural environment and landscape through historical cartography and GIS tools

  Dina Statuto, Giuseppe Cillis, Pietro Picuno

  28-39

  08-03-2016

  https://doi.org/10.4081/jae.2016.468

  6560

  PDF: 2419

  HTML: 4545
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  Connections between masserie and historical roads system in Apulia

  Lucia P. Caliandro, Rosa V. Loisi, Pasquale Dal Sasso

  15-23

  20-06-2014

  https://doi.org/10.4081/jae.2014.224

  2848

  PDF: 878

  HTML: 686