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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

  2767

  PDF: 972

  HTML: 336
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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

  1535

  PDF: 634

  HTML: 115
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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

  298

  PDF: 165

  HTML: 5

• 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

  1072

  PDF: 418

  HTML: 21
• 

  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

  2012

  PDF: 446

  HTML: 48
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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

  1396

  PDF: 389

  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

  578

  PDF: 265

  HTML: 25
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  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

  3089

  PDF: 1267

  HTML: 140
• 

  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

  289

  PDF: 312

  HTML: 16
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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

  149

  PDF: 81

  HTML: 1
• 

  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

  1515

  PDF: 740

  HTML: 27
• 

  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

  6843

  PDF: 2857

  Appendix: 185

  HTML: 4538
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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

  581

  PDF: 307

  HTML: 8
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  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

  3656

  PDF: 1227

  HTML: 4347
• 

  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

  475

  PDF: 218

  HTML: 16
• 

  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

  752

  PDF: 408

  HTML: 13
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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

  597

  PDF: 124

  HTML: 0

• 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

  1440

  PDF: 594
• 

  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

  582

  PDF: 251

  HTML: 18
• 

  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

  954

  PDF: 489

  HTML: 56
• 

  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

  444

  PDF: 249

  HTML: 10
• 

  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

  474

  PDF: 351

  HTML: 26

• 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

  1155

  PDF: 412

  HTML: 8
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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

  139

  PDF: 78

  HTML: 1

• 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

  1350

  PDF: 580

  SUPPLEMENTARY MATERIAL: 52

  HTML: 18
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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

  946

  PDF: 377

  HTML: 15
• 

  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

  513

  PDF: 236

  HTML: 9
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  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

  499

  PDF: 288

  HTML: 10
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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

  726

  PDF: 381

  HTML: 42
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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

  415

  PDF: 267

  HTML: 3
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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

  1124

  PDF: 470

  HTML: 14
• 

  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

  1377

  PDF: 435

  Appendix: 98

  HTML: 6
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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

  490

  PDF: 307

  HTML: 6
• 

  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

  6249

  PDF: 2965

  Appendix: 341

  HTML: 4353
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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

  1635

  PDF: 786

  HTML: 52
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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

  4092

  PDF: 1384

  HTML: 1074
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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

  761

  PDF: 418

  HTML: 9

• 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

  1827

  PDF: 310

  SUPPLEMENTARY MATERIAL: 60

  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

  2359

  PDF: 1223

  HTML: 561
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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

  737

  PDF: 429

  HTML: 28
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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

  451

  PDF: 220

  HTML: 21
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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

  226

  PDF: 104

  HTML: 1
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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

  3934

  PDF: 1207

  HTML: 992
• 

  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

  1182

  PDF: 625

  HTML: 39
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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

  1401

  PDF: 632

  HTML: 146
• 

  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

  947

  PDF: 603

  HTML: 154
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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

  710

  PDF: 269

  HTML: 26

• 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

  1336

  PDF: 424

  APPENDIX: 91

  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

  1014

  PDF: 810

  HTML: 6
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  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

  802

  PDF: 317

  Appendix: 93

  HTML: 7
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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

  1800

  PDF: 834

  HTML: 32

• 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

  1226

  PDF: 522

  HTML: 55
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  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

  598

  PDF: 292

  HTML: 21
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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

  2744

  PDF: 1033

  HTML: 900

• 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

  1418

  PDF: 757
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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

  1098

  PDF: 448

  HTML: 11
• 

  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

  3010

  PDF: 1134

  HTML: 561
• 

  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

  2459

  PDF: 699

  HTML: 374
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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

  1248

  PDF: 486

  HTML: 21

• 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

  814

  PDF: 387

  HTML: 7
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  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

  5

  PDF: 3