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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

  4179

  PDF: 1334

  HTML: 448
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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

  1733

  PDF: 693

  HTML: 138
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  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

  927

  PDF: 466

  HTML: 20

• 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

  1226

  PDF: 477

  HTML: 34
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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

  2161

  PDF: 495

  HTML: 52
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  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

  1493

  PDF: 422

  HTML: 28
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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

  722

  PDF: 324

  HTML: 26
• 

  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

  3438

  PDF: 1373

  HTML: 145
• 

  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

  416

  PDF: 375

  HTML: 18
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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

  267

  PDF: 140

  HTML: 5
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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

  543

  PDF: 199

  HTML: 21
• 

  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

  1664

  PDF: 791

  HTML: 29
• 

  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

  7516

  PDF: 3146

  Appendix: 204

  HTML: 4960
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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

  696

  PDF: 361

  HTML: 18
• 

  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

  3786

  PDF: 1287

  HTML: 4374
• 

  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

  736

  PDF: 292

  HTML: 35
• 

  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

  897

  PDF: 472

  HTML: 16
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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

  867

  PDF: 290

  HTML: 41

• 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

  1512

  PDF: 621
• 

  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

  714

  PDF: 274

  HTML: 33
• 

  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

  742

  PDF: 313

  HTML: 21
• 

  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

  1443

  PDF: 673

  HTML: 100
• 

  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

  594

  PDF: 342

  HTML: 17
• 

  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

  564

  PDF: 452

  HTML: 28

• 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

  1291

  PDF: 479

  HTML: 9
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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

  306

  PDF: 149

  HTML: 10

• 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

  1589

  PDF: 690

  SUPPLEMENTARY MATERIAL: 70

  HTML: 31
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  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

  1043

  PDF: 414

  HTML: 22
• 

  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

  678

  PDF: 325

  HTML: 21
• 

  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

  620

  PDF: 340

  HTML: 15
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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

  837

  PDF: 440

  HTML: 69
• 

  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

  538

  PDF: 307

  HTML: 6
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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

  1250

  PDF: 515

  HTML: 15
• 

  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

  1540

  PDF: 483

  Appendix: 120

  HTML: 8
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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

  637

  PDF: 356

  HTML: 9
• 

  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

  6441

  PDF: 3052

  Appendix: 367

  HTML: 4366
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  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

  1751

  PDF: 830

  HTML: 53
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  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

  4659

  PDF: 1538

  HTML: 1203
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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

  866

  PDF: 474

  HTML: 10

• 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

  1965

  PDF: 352

  SUPPLEMENTARY MATERIAL: 80

  HTML: 13
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  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

  2421

  PDF: 1248

  HTML: 562
• 

  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

  892

  PDF: 485

  HTML: 45
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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

  568

  PDF: 262

  HTML: 28
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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

  423

  PDF: 220

  HTML: 8
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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

  4043

  PDF: 1248

  HTML: 996
• 

  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

  1353

  PDF: 713

  HTML: 41
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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

  1536

  PDF: 720

  HTML: 172
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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

  1254

  PDF: 746

  HTML: 250
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  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

  944

  PDF: 328

  HTML: 30

• 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

  1498

  PDF: 505

  APPENDIX: 105

  HTML: 12
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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

  1373

  PDF: 940

  HTML: 6
• 

  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

  611

  PDF: 115
• 

  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

  1026

  PDF: 377

  Appendix: 122

  HTML: 12
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  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

  1986

  PDF: 897

  HTML: 57

• 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

  1445

  PDF: 586

  HTML: 132
• 

  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

  747

  PDF: 349

  HTML: 39
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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

  1218

  PDF: 503

  HTML: 28
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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

  225

  PDF: 165

  HTML: 12
• 

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

  Eleonora Iaccheri, Luigi Ragni, Annachiara Berardinelli

  24-10-2025

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

  419

  PDF: 150
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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

  2848

  PDF: 1086

  HTML: 905

• 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

  1477

  PDF: 785
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  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

  2713

  PDF: 764

  HTML: 390
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  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

  1360

  PDF: 518

  HTML: 27
• 

  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

  3089

  PDF: 1177

  HTML: 563

• 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

  998

  PDF: 478

  HTML: 15