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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

  6601

  PDF: 2100

  HTML: 630
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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

  573

  PDF: 297

  HTML: 30
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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

  750

  PDF: 367

  HTML: 36
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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

  452

  PDF: 295

  HTML: 16
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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

  2330

  PDF: 1115

  HTML: 169
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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

  961

  PDF: 536

  HTML: 34
• 

  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

  1698

  PDF: 504

  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

  2736

  PDF: 623

  HTML: 67
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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

  1139

  PDF: 824

  HTML: 73
• 

  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

  1113

  PDF: 496

  HTML: 38
• 

  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

  2232

  PDF: 830

  HTML: 160
• 

  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

  1058

  PDF: 596

  HTML: 106

• 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

  2177

  PDF: 412

  SUPPLEMENTARY MATERIAL: 105

  HTML: 19

• 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

  1486

  PDF: 586

  HTML: 59
• 

  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

  944

  PDF: 349

  Supplementary: 49

  HTML: 43
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  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

  2114

  PDF: 867

  HTML: 113
• 

  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

  579

  PDF: 278

  HTML: 12

• 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

  2174

  PDF: 948

  SUPPLEMENTARY MATERIAL: 116

  HTML: 50
• 

  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

  3265

  PDF: 924

  HTML: 442
• 

  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

  821

  PDF: 456

  HTML: 28
• 

  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

  1319

  PDF: 477

  HTML: 82
• 

  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

  2161

  PDF: 537

  HTML: 34

• 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

  1534

  PDF: 602

  HTML: 22
• 

  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

  1174

  PDF: 350

  HTML: 56
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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

  3335

  PDF: 1104

  HTML: 1874
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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

  787

  PDF: 442

  HTML: 16
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  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

  1067

  PDF: 433

  HTML: 62
• 

  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

  1202

  PDF: 466

  HTML: 66
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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

  1705

  PDF: 788

  Appendix: 205

  HTML: 73
• 

  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

  2228

  PDF: 1054

  HTML: 846
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  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

  2383

  PDF: 561

  HTML: 58
• 

  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

  385

  PDF: 190

  HTML: 21
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  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

  1207

  PDF: 668

  HTML: 89
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  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

  3532

  PDF: 2085

  HTML: 3004
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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

  3248

  PDF: 1232

  HTML: 1702
• 

  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

  948

  PDF: 474

  HTML: 20
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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

  1202

  PDF: 551

  HTML: 28
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  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

  854

  PDF: 386

  HTML: 11

• 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

  1908

  PDF: 642

  APPENDIX: 133

  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

  2458

  PDF: 959

  HTML: 40
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  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

  1959

  PDF: 892

  HTML: 48
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  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

  2669

  PDF: 953

  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

  2015

  PDF: 985

  HTML: 110
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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

  6606

  PDF: 2441

  HTML: 4547

• 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

  1917

  PDF: 745

  HTML: 246
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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

  510

  PDF: 574

  HTML: 12

• 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

  1315

  PDF: 490

  SUPPLEMENTARY MATERIAL: 134

  HTML: 13
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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

  1507

  PDF: 722

  HTML: 27
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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

  2100

  PDF: 804

  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

  23438

  PDF: 983

  HTML: 159
• 

  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

  1429

  PDF: 592

  HTML: 130
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  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

  998

  PDF: 470

  HTML: 47
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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

  1787

  PDF: 573

  HTML: 41
• 

  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

  1028

  PDF: 425

  HTML: 27
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  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

  939

  PDF: 455

  HTML: 34
• 

  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

  1756

  PDF: 1023

  HTML: 121
• 

  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

  2865

  PDF: 885

  HTML: 688

• 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

  2907

  PDF: 434

  SUPPLEMENTARY MATERIAL: 97

  HTML: 20
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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

  2031

  PDF: 1057

  HTML: 14