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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

  5796

  PDF: 1818

  HTML: 539
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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

  1551

  PDF: 391

  HTML: 18
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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

  2113

  PDF: 775

  HTML: 158
• 

  Recent advances in pest and disease recognition: a comprehensive review

  Honglin Liu, Bisheng Zhan, Ruitong Fang, Yi Zhang, Yujiao Ma, Ze Shen, Qirong Mao

  05-08-2025

  https://doi.org/10.4081/jae.2025.1776

  1337

  PDF: 700

  HTML: 24

• 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

  1405

  PDF: 546

  HTML: 48
• 

  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

  2303

  PDF: 538

  HTML: 57
• 

  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

  1632

  PDF: 474

  HTML: 31
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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

  864

  PDF: 406

  HTML: 29
• 

  Tomato leaf diseases recognition based on deep convolutional neural networks

  Kai Tian, Jiefeng Zeng, Tianci Song, Zhuliu Li, Asenso Evans, Jiuhao Li

  25-08-2022

  https://doi.org/10.4081/jae.2022.1432

  3860

  PDF: 1501

  HTML: 169
• 

  IBAC-Net: integrative brightness adaptive plant leaf disease classification

  Xing Xu, Hongya Ma, Yun Zhao, Xiaoshu Lv

  11-03-2025

  https://doi.org/10.4081/jae.2025.1772

  612

  PDF: 473

  HTML: 24
• 

  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

  376

  PDF: 196

  HTML: 9
• 

  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

  1054

  PDF: 295

  HTML: 44
• 

  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

  1859

  PDF: 861

  HTML: 37
• 

  Aeroponic systems design: considerations and challenges

  Albert Min, Nam Nguyen, Liam Howatt, Marlowe Tavares, Jaho Seo

  15-09-2022

  https://doi.org/10.4081/jae.2022.1387

  8198

  PDF: 3493

  Appendix: 235

  HTML: 5354
• 

  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

  861

  PDF: 490

  HTML: 28
• 

  Measurement of food colour in L*a*b* units from RGB digital image using least squares support vector machine regression

  Roberto Romaniello, Alessandro Leone, Giorgio Peri

  138-143

  18-12-2015

  https://doi.org/10.4081/jae.2015.482

  4060

  PDF: 1386

  HTML: 4402
• 

  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

  1036

  PDF: 402

  HTML: 50
• 

  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

  1280

  PDF: 506

  HTML: 78
• 

  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

  1088

  PDF: 525

  HTML: 25
• 

  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

  1041

  PDF: 636

  HTML: 62

• Application of Computer Vision for quality control in frozen mixed berries production: colour calibration issues

  D. Ricauda Aimonino, P. Gay, L. Comba

  08-09-2013

  https://doi.org/10.4081/jae.2013.296

  1646

  PDF: 660
• 

  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

  1155

  PDF: 407

  HTML: 64
• 

  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

  911

  PDF: 390

  HTML: 26
• 

  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

  2019

  PDF: 941

  HTML: 136
• 

  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

  791

  PDF: 471

  HTML: 30
• 

  Ray-tracing method for fields of view simulation in agricultural and forestry vehicles

  Lorenzo Landi, Luca Burattini, Maurizio Cutini, Leonardo Vita, Luca Landi

  04-03-2025

  https://doi.org/10.4081/jae.2025.1697

  769

  PDF: 836

  HTML: 40

• 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

  1455

  PDF: 558

  HTML: 19
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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

  483

  PDF: 235

  HTML: 18

• 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

  1985

  PDF: 860

  SUPPLEMENTARY MATERIAL: 109

  HTML: 44
• 

  Parametric evaluation of segmentation techniques for paddy diseases analysis

  Hemanthakumar R. Kappali, Sadyojatha K.M., Prashanthi S.K.

  04-08-2023

  https://doi.org/10.4081/jae.2023.1532

  1195

  PDF: 477

  HTML: 28
• 

  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

  432

  PDF: 207

  HTML: 8
• 

  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

  954

  PDF: 435

  HTML: 33
• 

  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

  770

  PDF: 432

  HTML: 24
• 

  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

  968

  PDF: 556

  HTML: 102
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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

  796

  PDF: 367

  HTML: 11
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  Anthocyanins estimation in homogeneous bean landrace (Phaseolus vulgaris L.) using probabilistic representation and convolutional neural networks

  José Luis Morales-Reyes, Héctor-Gabriel Acosta-Mesa, Elia-Nora Aquino-Bolaños, Socorro Herrera Meza, Aldo Márquez Grajales

  01-08-2023

  https://doi.org/10.4081/jae.2023.1421

  1422

  PDF: 612

  HTML: 19
• 

  Fuzzy neural network PID control design of camellia fruit vibration picking manipulator

  Ziyan Fan, Lijun Li, Zicheng Gao

  01-08-2023

  https://doi.org/10.4081/jae.2023.1466

  1753

  PDF: 570

  Appendix: 144

  HTML: 13
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  Detection of early collision and compression bruises for pears based on hyperspectral imaging technology

  Guanglai Wang, Congcong Wang, Dayang Liu

  09-07-2024

  https://doi.org/10.4081/jae.2024.1591

  780

  PDF: 459

  HTML: 16
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  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

  1366

  PDF: 394

  HTML: 20
• 

  Machines for non-chemical intra-row weed control in narrow and wide-row crops: a review

  Andrea Peruzzi, Luisa Martelloni, Christian Frasconi, Marco Fontanelli, Michel Pirchio, Michele Raffaelli

  57-70

  01-06-2017

  https://doi.org/10.4081/jae.2017.583

  6683

  PDF: 3178

  Appendix: 397

  HTML: 4383
• 

  Monitoring mini-tomatoes growth: A non-destructive machine vision-based alternative

  Fernando Ferreira Abreu, Luiz Henrique Antunes Rodrigues

  09-09-2022

  https://doi.org/10.4081/jae.2022.1366

  1955

  PDF: 930

  HTML: 61
• 

  E-nose: a low-cost fruit ripeness monitoring system

  Pankaj Tyagi, Rahul Semwal, Anju Sharma, Uma Shanker Tiwary, Pritish Varadwaj

  03-11-2022

  https://doi.org/10.4081/jae.2022.1389

  5259

  PDF: 1765

  HTML: 1359
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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

  1036

  PDF: 539

  HTML: 15

• 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

  2104

  PDF: 393

  SUPPLEMENTARY MATERIAL: 99

  HTML: 17
• 

  On the influence of the alternation of two different cooling systems on dairy cow daily activities

  Simona M.C. Porto, Alessandro D'Emilio, Giovanni Cascone

  21-27

  17-02-2017

  https://doi.org/10.4081/jae.2017.577

  2533

  PDF: 1310

  HTML: 564
• 

  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

  1097

  PDF: 611

  HTML: 77
• 

  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

  704

  PDF: 347

  HTML: 34
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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

  670

  PDF: 377

  HTML: 15
• 

  An efficient headland-turning navigation system for a safflower picking robot

  Guomin Gao, Hui Guo, Jing Zhang, Zhenguo Zhang, Tianlun Wu, Hao Lu, Zhaoxin Qiu, Haiyang Chen, Zhen Lingxuan

  11-10-2023

  https://doi.org/10.4081/jae.2023.1539

  1549

  PDF: 840

  HTML: 51
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  Design and experiment of a control system for sweet potato seedling-feeding and planting device based on a pre-treatment seedling belt

  Yufan He, Qingzhen Zhu, Weiqiang Fu, Changhai Luo, Yue Cong, Wuchang Qin, Zhijun Meng, Liping Chen, Chunjiang Zhao, Guangwei Wu

  30-06-2022

  https://doi.org/10.4081/jae.2022.1261

  1683

  PDF: 847

  HTML: 199
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  Characterisation of olive fruit for the milling process by using visible/near infrared spectroscopy

  Roberto Beghi, Valentina Giovenzana, Raffaele Civelli, Enrico Cini, Riccardo Guidetti

  e8

  04-10-2013

  https://doi.org/10.4081/jae.2013.e8

  4191

  PDF: 1308

  HTML: 1023
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  Grain kernel damage during threshing: a comprehensive review of theories and models

  George Ashwehmbom Looh, Fangping Xie, Xiushan Wang, Augustine Ngiejungbwen Looh, Hamdaoui Hind

  02-01-2025

  https://doi.org/10.4081/jae.2025.1674

  1692

  PDF: 1098

  HTML: 397
• 

  Application of MOS gas sensors for detecting mechanical damage of tea plants

  Yubing Sun, Yutong Zheng

  02-12-2024

  https://doi.org/10.4081/jae.2024.1647

  1183

  PDF: 386

  HTML: 43

• 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

  1735

  PDF: 597

  APPENDIX: 120

  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

  1795

  PDF: 1013

  HTML: 12
• 

  Energy optimization control of extended-range hybrid combine harvesters based on quasi-cycle power demand estimation

  Shuofeng Weng, Chaochun Yuan, Youguo He, Jie Shen, Lizhang Xu, Zhihao Zhu, Qiuye Yu, Xiaowei Yang

  14-07-2025

  https://doi.org/10.4081/jae.2025.1819

  1169

  PDF: 470

  Appendix: 139

  HTML: 19
• 

  Assessing the effect of barns structures and environmental conditions in dairy cattle farms monitored in Northern Italy

  Daniela Lovarelli, Elisabetta Riva, Gabriele Mattachini, Marcella Guarino, Giorgio Provolo

  23-12-2021

  https://doi.org/10.4081/jae.2021.1229

  2185

  PDF: 994

  HTML: 78

• 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

  1773

  PDF: 680

  HTML: 215
• 

  Variation in ultrasonic frequency and time as pre-treatments to air-drying of carrot

  Ernest Ekow Abano, Livingston Kobina Sam-Amoah, Ato Bart-Plange

  e23

  26-03-2013

  https://doi.org/10.4081/jae.2012.e23

  3229

  PDF: 1246

  HTML: 567
• 

  Design and test of wireless monitoring system based on expandable awning composite greenhouse

  Juhua Chen, Tingting Zhang, Xiaoyu Yan

  25-02-2025

  https://doi.org/10.4081/jae.2025.1751

  959

  PDF: 443

  HTML: 44
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  Agricultural machinery photoelectric automatic navigation control system based on back propagation neural network

  Yerong Sun, Kechuan Yi

  05-07-2023

  https://doi.org/10.4081/jae.2023.1530

  1346

  PDF: 606

  HTML: 42
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  Use of machine learning tools to estimate drying rate of apple and apricot wood discs

  Martina Balac, Andrija Rajković, Mihailo Milanović, Zoran Mileusnić, Rajko Miodragović, Aleksandra Dragičević, Olivera Ećim-Đurić

  04-09-2025

  https://doi.org/10.4081/jae.2025.1712

  406

  PDF: 394

  HTML: 45
• 

  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

  3070

  PDF: 860

  HTML: 410
• 

  Study of the steering of a wide span vehicle controlled by a local positioning system

  Volodymyr Bulgakov, Simone Pascuzzi, Semjons Ivanovs, Volodymyr Kuvachov, Yulia Postol, Francesco Santoro, Viktor Melnyk

  30-09-2021

  https://doi.org/10.4081/jae.2021.1144

  1471

  PDF: 572

  HTML: 37

• Distinguishing tea stalks of Wuyuan green tea using hyperspectral imaging analysis and convolutional neural network

  Xin Yu, Ling Zhao, Zongbin Liu, Yiqing Zhang

  16-02-2024

  https://doi.org/10.4081/jae.2024.1560

  1137

  PDF: 560

  HTML: 23
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  Using Landsat 8 imagery in detecting cork oak (Quercus suber L.) woodlands: a case study in Calabria (Italy)

  Giuseppe Modica, Francesco Solano, Angelo Merlino, Salvatore Di Fazio, Francesco Barreca, Luigi Laudari, Carmelo Riccardo Fichera

  205-215

  15-12-2016

  https://doi.org/10.4081/jae.2016.571

  3068

  PDF: 1164

  HTML: 919

• COLOR DEGRADATION KINETICS OF REHYDRATED ‘BORLOTTO’ BEANS STORED IN DIFFERENT GAS ATMOSPHERES AS MEASURED BY IMAGE ANALYSIS

  Maria Luisa Amodio, Rosaria Cornacchia, Fedele Colantuono, Giancarlo Colelli

  33-40

  22-06-2012

  https://doi.org/10.4081/jae.2011.4.33

  1585

  PDF: 837