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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

8193

PDF: 2857

HTML: 774
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

658

PDF: 378

HTML: 48
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

879

PDF: 416

HTML: 40
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

2952

PDF: 1278

HTML: 231
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

1058

PDF: 642

HTML: 54
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

567

PDF: 387

HTML: 36
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

1793

PDF: 530

HTML: 39
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

2865

PDF: 738

HTML: 89
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

1270

PDF: 987

HTML: 114
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

2377

PDF: 944

HTML: 163
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

1143

PDF: 695

HTML: 121
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

1338

PDF: 582

HTML: 42
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

2269

PDF: 463

SUPPLEMENTARY MATERIAL: 118

HTML: 23
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

1173

PDF: 496

Supplementary: 74

HTML: 149
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

1582

PDF: 649

HTML: 82
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

2248

PDF: 1046

HTML: 145
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

776

PDF: 401

HTML: 24
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

2628

PDF: 1205

SUPPLEMENTARY MATERIAL: 126

HTML: 62
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

3441

PDF: 1009

HTML: 480
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

918

PDF: 514

HTML: 45
Design and experiment of seed posture detection and adjustment device for garlic

Aijun Geng, Xinzhe Lin, Zhilong Zhang, Tianhua Li, Fengshuai Ling, Zongxin Guo

04-05-2026

https://doi.org/10.4081/jae.2026.1767

386

PDF: 147

HTML: 0
Intelligent system based on a satellite image detection algorithm and a fuzzy model for evaluating sugarcane crop quality by predicting uncertain climatic parameters

Alina Evelyn Badillo-Márquez, Isaí Pardo-Escandón, Alberto Alfonso Aguilar-Lasserre, Constantino Gerardo Moras-Sánchez, Rita Flores-Asis

09-07-2024

https://doi.org/10.4081/jae.2024.1590

1090

PDF: 468

HTML: 32
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

1841

PDF: 683

HTML: 128
Intelligent monitoring system for plastic film and drip tape laying quality in film mulching planters based on multi-sensor fusion

Haoqiang Sun, Jincheng Chen, Baiwei Wang, Yuze He, Chao Ji

06-05-2026

https://doi.org/10.4081/jae.2026.2099

632

PDF: 108

HTML: 0
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

1665

PDF: 674

HTML: 31
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

3169

PDF: 916

HTML: 275
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

2930

PDF: 703

HTML: 76
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

1412

PDF: 417

HTML: 70
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

3420

PDF: 1167

HTML: 1884
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

965

PDF: 588

HTML: 25
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

1210

PDF: 781

HTML: 26
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

2476

PDF: 607

HTML: 62
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

2299

PDF: 1083

HTML: 857
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

1515

PDF: 557

HTML: 96
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

484

PDF: 297

HTML: 39
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

3362

PDF: 1275

HTML: 1723
Development of a combined harvester navigation control system based on visual simultaneous localization and mapping-inertial guidance fusion

Fuhao Zhu, Jin Chen, Zhuohuai Guan, Yahui Zhu, Hao Shi, Kai Cheng

08-05-2024

https://doi.org/10.4081/jae.2024.1583

1589

PDF: 695

HTML: 64
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

1810

PDF: 864

Appendix: 215

HTML: 93
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

1365

PDF: 805

HTML: 144
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

562

PDF: 303

HTML: 13
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

2188

PDF: 715

APPENDIX: 144

HTML: 29
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

2569

PDF: 1118

HTML: 51
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

3616

PDF: 2190

HTML: 3008
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

1185

PDF: 603

HTML: 26
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

2751

PDF: 985

HTML: 1034
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

2306

PDF: 1100

HTML: 206
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

1690

PDF: 777

HTML: 38
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

643

PDF: 728

HTML: 28
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

2066

PDF: 934

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

1395

PDF: 618

HTML: 54
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

2140

PDF: 876

HTML: 323
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

1600

PDF: 707

HTML: 253
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

2252

PDF: 893

HTML: 103
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

25502

PDF: 1148

HTML: 182
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

950

PDF: 427

HTML: 29
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

1082

PDF: 610

HTML: 59
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

1410

PDF: 559

SUPPLEMENTARY MATERIAL: 143

HTML: 20
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

1850

PDF: 1129

HTML: 129
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

1441

PDF: 514

HTML: 41
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

1085

PDF: 593

HTML: 62
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

1127

PDF: 499

HTML: 33
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

1907

PDF: 628

HTML: 47
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

6716

PDF: 2547

HTML: 4569
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

2935

PDF: 926

HTML: 701
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

3002

PDF: 485

SUPPLEMENTARY MATERIAL: 109

HTML: 26
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

1238

PDF: 504

HTML: 86
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

2513

PDF: 1144

HTML: 21

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