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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

8566

Downloads: 3022

HTML: 846
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

926

Downloads: 444

HTML: 43
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

704

Downloads: 423

HTML: 54
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

3080

Downloads: 1335

HTML: 244
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

1115

Downloads: 675

HTML: 61
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

621

Downloads: 421

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

2922

Downloads: 792

HTML: 96
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

2019

Downloads: 1195

HTML: 42
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

1328

Downloads: 1048

HTML: 121
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

1263

Downloads: 637

HTML: 167
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

1191

Downloads: 724

HTML: 135
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

1431

Downloads: 611

HTML: 52
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

930

Downloads: 191

HTML: 20
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

2315

Downloads: 615

HTML: 25
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

1630

Downloads: 813

HTML: 87
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

848

Downloads: 430

HTML: 26
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

1143

Downloads: 499

HTML: 36
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

3213

Downloads: 856

HTML: 89
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

512

Downloads: 240

HTML: 6
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

3374

Downloads: 996

HTML: 290
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

1023

Downloads: 637

HTML: 32
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

1341

Downloads: 879

HTML: 61
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

722

Downloads: 399

HTML: 61
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

1924

Downloads: 725

HTML: 139
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

2250

Downloads: 1060

HTML: 107
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

1485

Downloads: 445

HTML: 76
Dynamic calibration of broiler apparent temperature using real-time panting rate and machine learning: a pilot study

Yongmin Guo, Yali Ma, Changxi Chen, Xiangchao Kong, Deqi Hao, Sai Luo

09-04-2026

https://doi.org/10.4081/jae.2026.2110

958

Downloads: 182

HTML: 14
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

551

Downloads: 325

HTML: 47
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

2144

Downloads: 978

HTML: 82
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

1688

Downloads: 782

HTML: 92
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

1293

Downloads: 642

HTML: 32
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

1464

Downloads: 885

HTML: 93
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

1290

Downloads: 644

HTML: 126
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

1251

Downloads: 813

HTML: 40
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

1083

Downloads: 213

HTML: 29
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

2421

Downloads: 972

HTML: 1107
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

709

Downloads: 764

HTML: 33
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

1717

Downloads: 756

HTML: 270
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

612

Downloads: 340

HTML: 16
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

1020

Downloads: 370

HTML: 57
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

838

Downloads: 195

HTML: 83
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

1503

Downloads: 549

HTML: 45
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

1614

Downloads: 1353

HTML: 36
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

1468

Downloads: 648

HTML: 73
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

2411

Downloads: 1298

HTML: 229
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

4110

Downloads: 1620

HTML: 138
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

834

Downloads: 714

HTML: 61
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

1151

Downloads: 639

HTML: 70
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

5522

Downloads: 2107

HTML: 1935
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

369

Downloads: 170
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

1030

Downloads: 453

HTML: 42
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

2608

Downloads: 1192

HTML: 31
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

1938

Downloads: 1181

HTML: 138
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

1182

Downloads: 536

HTML: 38
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

1132

Downloads: 634

HTML: 67

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