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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

8370

Downloads: 2923

HTML: 798
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

892

Downloads: 423

HTML: 40
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

678

Downloads: 399

HTML: 49
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

3002

Downloads: 1297

HTML: 237
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

1083

Downloads: 657

HTML: 58
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

588

Downloads: 399

HTML: 36
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

2887

Downloads: 774

HTML: 90
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

1886

Downloads: 1161

HTML: 39
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

1294

Downloads: 1019

HTML: 116
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

1209

Downloads: 590

HTML: 155
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

1163

Downloads: 706

HTML: 131
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

1375

Downloads: 594

HTML: 47
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

743

Downloads: 144

HTML: 6
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

2286

Downloads: 594

HTML: 23
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

1602

Downloads: 795

HTML: 83
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

802

Downloads: 407

HTML: 24
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

1106

Downloads: 475

HTML: 33
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

3024

Downloads: 750

HTML: 79
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

433

Downloads: 195

HTML: 2
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

3237

Downloads: 947

HTML: 287
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

986

Downloads: 611

HTML: 26
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

1274

Downloads: 849

HTML: 54
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

688

Downloads: 375

HTML: 57
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

1883

Downloads: 697

HTML: 132
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

2140

Downloads: 1028

HTML: 101
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

1446

Downloads: 432

HTML: 74
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

817

Downloads: 152

HTML: 8
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

500

Downloads: 305

HTML: 39
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

2121

Downloads: 954

HTML: 78
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

1622

Downloads: 736

HTML: 81
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

1213

Downloads: 616

HTML: 27
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

1408

Downloads: 836

HTML: 85
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

1223

Downloads: 627

HTML: 120
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

1229

Downloads: 788

HTML: 34
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

991

Downloads: 178

HTML: 26
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

2402

Downloads: 953

HTML: 1102
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

665

Downloads: 740

HTML: 28
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

1662

Downloads: 723

HTML: 255
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

583

Downloads: 311

HTML: 14
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

992

Downloads: 350

HTML: 54
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

763

Downloads: 171

HTML: 80
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

1468

Downloads: 523

HTML: 41
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

2360

Downloads: 1258

HTML: 212
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

1590

Downloads: 1322

HTML: 30
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

1420

Downloads: 629

HTML: 71
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

783

Downloads: 651

HTML: 52
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

3868

Downloads: 1495

HTML: 114
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

1110

Downloads: 621

HTML: 64
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

5493

Downloads: 2067

HTML: 1931
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

977

Downloads: 421

HTML: 37
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

328

Downloads: 135
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

1108

Downloads: 615

HTML: 62
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

2554

Downloads: 1164

HTML: 24
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

1879

Downloads: 1148

HTML: 131
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

1155

Downloads: 516

HTML: 33

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