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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

7685

PDF: 2640

HTML: 688
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

829

PDF: 392

HTML: 37
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

619

PDF: 335

HTML: 33
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

2615

PDF: 1216

HTML: 209
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

1032

PDF: 610

HTML: 42
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

505

PDF: 339

HTML: 23
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

2812

PDF: 682

HTML: 71
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

1736

PDF: 1040

HTML: 31
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

1206

PDF: 909

HTML: 90
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

1070

PDF: 444

Supplementary: 62

HTML: 121
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

1113

PDF: 663

HTML: 109
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

1229

PDF: 534

HTML: 38
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

2238

PDF: 428

SUPPLEMENTARY MATERIAL: 111

HTML: 21
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

1553

PDF: 612

HTML: 65
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

657

PDF: 336

HTML: 18
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

1069

PDF: 445

HTML: 28
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

2680

PDF: 616

HTML: 59
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

2940

PDF: 796

HTML: 231
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

916

PDF: 514

HTML: 18
Smart precision agriculture using deep neural networks and multi-objective optimization for sensor deployment and yield estimation

Hamdan Alshehri, Haitham Assiri

23-01-2026

https://doi.org/10.4081/jae.2025.1769

1144

PDF: 749

HTML: 42
Detecting bacterial pustules on soybean plants by hyperspectral imaging

Eun Li Kim, Chan Seok Ryu, Ye Seong Kang

25-02-2026

https://doi.org/10.4081/jae.2026.1941

585

PDF: 311

HTML: 49
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

1722

PDF: 598

HTML: 108
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

1986

PDF: 974

HTML: 91
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

1251

PDF: 382

HTML: 58
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

431

PDF: 253

HTML: 26
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

2026

PDF: 915

HTML: 60
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

1518

PDF: 655

HTML: 43
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

1119

PDF: 558

HTML: 22
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

1321

PDF: 570

Appendix: 177

HTML: 58
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

1147

PDF: 579

HTML: 50
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

1174

PDF: 735

HTML: 19
Estimating indoor heat stress in broiler and swine facilities using high-resolution Geo-KOMPSAT-2A satellite data

Rial Arifin Rajagukguk, Jinseon Park, Heejou Kim, Chae-rin Lee, Ji-yeon Park, Se-yeon Lee, Taehwan Ha, Se-woon Hong

07-07-2026

https://doi.org/10.4081/jae.2026.2096

681

PDF: 71

HTML: 3
Comparison of measurement methods of the front velocity of small-scale debris flows

Francesco Bettella, Gian Battista Bischetti, Vincenzo D'Agostino, Simone Virginio Marai, Enrico Ferrari, Tamara Michelini

129-137

18-12-2015

https://doi.org/10.4081/jae.2015.472

2378

PDF: 937

HTML: 1096
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

601

PDF: 650

HTML: 19
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

1515

PDF: 646

HTML: 213
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

498

PDF: 268

HTML: 11
A test for monitoring erosion on the Cape Fear experimental hillslope using a low-cost camera

Andrea Petroselli, Ettore Arcangeletti, Ciro Apollonio, Flavia Tauro, Salvatore Grimaldi

28-07-2025

https://doi.org/10.4081/jae.2025.1786

939

PDF: 308

HTML: 30
Evaluation of cross-flow filtration and electrodialysis in four wine varieties under industrial conditions

Maria Alleri, Mariangela Vallone, Diego Planeta, Pietro Catania

07-07-2026

https://doi.org/10.4081/jae.2026.2037

543

PDF: 66

HTML: 4
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

1392

PDF: 484

HTML: 37
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

500

PDF: 2
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

2144

PDF: 1040

HTML: 176
Hyperspectral prediction of pigment content in tomato leaves based on logistic-optimized sparrow search algorithm and back propagation neural network

Jiangui Zhao, Tingyu Zhu, Zhichao Qiu, Tao Li, Guoliang Wang, Zhiwei Li, Huiling Du

20-06-2023

https://doi.org/10.4081/jae.2023.1528

1523

PDF: 1236

HTML: 27
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

1335

PDF: 585

HTML: 30
Monitoring water-stressed spring tea canopy temperature using UAV-derived indices and clustering models

Jiaxing Xie, Yazhong Chen, Shuai Zhao, Jiaxin Wang, Liye Chen, Fan Luo, Zihao Chen, Weixian Sha, Peng Gao, Weixing Wang, Hongshan Liu

23-01-2026

https://doi.org/10.4081/jae.2025.1749

660

PDF: 218

HTML: 29
Empowering farmers with artificial intelligence: a retrieval-augmented generation based large language model advisory framework

Shreeram Sawant, Rahul Nair, Siddharth Hariharan

27-01-2026

https://doi.org/10.4081/jae.2026.1908

2956

PDF: 995

Supplementary: 124

HTML: 60
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

961

PDF: 568

HTML: 41
Monitoring feeding behaviour of dairy cows using accelerometers

Gabriele Mattachini, Elisabetta Riva, Francesca Perazzolo, Ezio Naldi, Giorgio Provolo

54-58

08-03-2016

https://doi.org/10.4081/jae.2016.498

5454

PDF: 2043

HTML: 1925
Exploring the feasibility of near-infrared spectroscopy in analyzing and predicting the chemical and biochemical changes of chitin-amended soils

Ken Abamba Omwange, Ana Chen, Renfu Lu, Carly Daiek, Julie Celini, Yan Liu

03-02-2025

https://doi.org/10.4081/jae.2025.1710

915

PDF: 382

HTML: 29
A low-cost AI-based sensing approach to quantify ammonia volatilization as a driver of indirect greenhouse gas emissions

Ünal Kızıl, Cafer Türkmen, Yakup Çıkılı, Sait Can Yücebaş, Ali Sümer

17-06-2026

https://doi.org/10.4081/jae.2026.2097

187

PDF: 88
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

1097

PDF: 462

HTML: 30
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

1044

PDF: 542

HTML: 60
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

2385

PDF: 1097

HTML: 17
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

1806

PDF: 1070

HTML: 125

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