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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

  1566

  PDF: 402

  HTML: 18
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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

  1283

  PDF: 508

  HTML: 78
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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

  1343

  PDF: 705

  HTML: 25
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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

  5810

  PDF: 1831

  HTML: 540
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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

  376

  PDF: 196

  HTML: 9
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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

  2304

  PDF: 538

  HTML: 57
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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

  1195

  PDF: 477

  HTML: 28

• 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

  1406

  PDF: 547

  HTML: 48

• 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

  1457

  PDF: 558

  HTML: 19
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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: 776

  HTML: 158
• 

  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: 476

  HTML: 24
• 

  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

  1424

  PDF: 613

  HTML: 19
• 

  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

  864

  PDF: 493

  HTML: 28
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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

  3867

  PDF: 1503

  HTML: 169
• 

  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

  1635

  PDF: 474

  HTML: 31
• 

  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

  1695

  PDF: 1100

  HTML: 399
• 

  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

  1037

  PDF: 539

  HTML: 15
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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

  1088

  PDF: 527

  HTML: 25
• 

  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

  865

  PDF: 407

  HTML: 29
• 

  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

  2165

  PDF: 1027

  HTML: 838
• 

  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

  1162

  PDF: 407

  HTML: 64
• 

  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

  774

  PDF: 841

  HTML: 40
• 

  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

  771

  PDF: 432

  HTML: 24
• 

  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

  1862

  PDF: 862

  HTML: 37
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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

  2024

  PDF: 944

  HTML: 136
• 

  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
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  Optimisation of hot-water application technology for the control of broad-leaved dock (Rumex obtusifolius)

  Roy Latsch, Joachim Sauter

  137-145

  21-12-2014

  https://doi.org/10.4081/jae.2014.239

  3202

  PDF: 1941

  HTML: 1130
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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

  3070

  PDF: 1165

  HTML: 919

• 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

  1736

  PDF: 597

  APPENDIX: 120

  HTML: 20
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  Harnessing AI for sustainable agriculture: exergy efficiency optimization in maize via neighbourhood component analysis, principal component analysis, extreme gradient boosting

  Kutalmis Turhal, Umit Cigdem Turhal, Yasemin Onal

  24-10-2025

  https://doi.org/10.4081/jae.2025.1870

  903

  PDF: 384

  HTML: 11
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  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

  1041

  PDF: 404

  HTML: 50
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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

  4193

  PDF: 1308

  HTML: 1023
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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

  1376

  PDF: 429

  HTML: 21
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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

  5261

  PDF: 1767

  HTML: 1360
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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

  1055

  PDF: 295

  HTML: 45
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  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

  6686

  PDF: 3178

  Appendix: 397

  HTML: 4385
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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

  433

  PDF: 207

  HTML: 8
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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

  1710

  PDF: 543

  HTML: 38
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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

  1796

  PDF: 1013

  HTML: 12
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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

  671

  PDF: 378

  HTML: 15
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  Design of green spaces located below the urbanised level. Themes, problems and solutions applied to a case study

  Alessandro Toccolini, Simone Felisari, Paolo Stefano Ferrario

  151-161

  18-12-2015

  https://doi.org/10.4081/jae.2015.484

  22235

  PDF: 881

  HTML: 1983

• 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

  1774

  PDF: 681

  HTML: 216
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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

  3072

  PDF: 860

  HTML: 412
• 

  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

  1956

  PDF: 930

  HTML: 61
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  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
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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: 395

  HTML: 45
• 

  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

  1099

  PDF: 611

  HTML: 77
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  Identification of drought-salinity combined stress in tomato plants by vegetation indices

  Alessandro Biglia, Francesco Gresta, Davide Lucien Patono, Lorenzo Comba, Claudio Lovisolo, Paolo Gay, Andrea Schubert

  23-10-2024

  https://doi.org/10.4081/jae.2024.1599

  929

  PDF: 424

  HTML: 17
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  Automatic travelling of agricultural support robot for a fruit farm. Verification of effectiveness of real-time kinematic-global navigation satellite system and developed a simulator for specification design

  Ren Hiraoka, Yuya Aoyagi, Kazuki Kobayashi

  02-02-2023

  https://doi.org/10.4081/jae.2023.1355

  2605

  PDF: 1032

  Appendix: 234

  HTML: 162
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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

  333

  PDF: 145

  HTML: 16

• 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

  2105

  PDF: 394

  SUPPLEMENTARY MATERIAL: 99

  HTML: 17
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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

  970

  PDF: 395

  HTML: 53
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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

  1184

  PDF: 386

  HTML: 43
• 

  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

  1550

  PDF: 840

  HTML: 51
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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

  960

  PDF: 444

  HTML: 44

• 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

  1138

  PDF: 560

  HTML: 23

• PRELIMINARY STUDY FOR THE IMPLEMENTATION OFAN IMAGE ANALYSIS ALGORITHM TO DETECT DAIRY COW PRESENCE AT THE FEED BARRIER

  Simona M.C. Porto, Claudia Arcidiacono, Giuseppe C. Guarnera, Giovanni Cascone

  17-24

  22-06-2012

  https://doi.org/10.4081/jae.2011.4.17

  1760

  PDF: 826
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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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  Agrivoltaic systems towards the European green deal and agricultural policies: a review

  Gabriella Impallomeni, Francesco Barreca

  11-11-2024

  https://doi.org/10.4081/jae.2024.1632

  1850

  PDF: 836

  HTML: 186