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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

7743

PDF: 2683

HTML: 703
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

2709

PDF: 622

HTML: 59
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

2336

PDF: 908

HTML: 161
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

1748

PDF: 1056

HTML: 32
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

1560

PDF: 615

HTML: 67
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

2457

PDF: 588

HTML: 60
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

1773

PDF: 522

HTML: 37
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

1395

PDF: 487

HTML: 37
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

4355

PDF: 1619

HTML: 213
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

788

PDF: 576

HTML: 41
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

504

PDF: 271

HTML: 11
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

1266

PDF: 387

HTML: 62
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

2033

PDF: 916

HTML: 60
Aeroponic systems design: considerations and challenges

Albert Min, Nam Nguyen, Liam Howatt, Marlowe Tavares, Jaho Seo

15-09-2022

https://doi.org/10.4081/jae.2022.1387

8890

PDF: 3831

Appendix: 250

HTML: 5684
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

1033

PDF: 617

HTML: 42
Measurement of food colour in L*a*b* units from RGB digital image using least squares support vector machine regression

Roberto Romaniello, Alessandro Leone, Giorgio Peri

138-143

18-12-2015

https://doi.org/10.4081/jae.2015.482

4327

PDF: 1508

HTML: 4423
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

1454

PDF: 517

HTML: 87
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

1524

PDF: 652

HTML: 217
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

1219

PDF: 919

HTML: 93
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

1349

PDF: 589

HTML: 31
Application of Computer Vision for quality control in frozen mixed berries production: colour calibration issues

D. Ricauda Aimonino, P. Gay, L. Comba

08-09-2013

https://doi.org/10.4081/jae.2013.296

1773

PDF: 717
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

1738

PDF: 610

HTML: 117
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

1102

PDF: 463

HTML: 30
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

1085

PDF: 449

Supplementary: 66

HTML: 123
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

2637

PDF: 1224

HTML: 211
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

974

PDF: 571

HTML: 43
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

948

PDF: 1254

HTML: 57
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

1616

PDF: 642

HTML: 24
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

628

PDF: 338

HTML: 35
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

2502

PDF: 1165

SUPPLEMENTARY MATERIAL: 119

HTML: 56
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

1310

PDF: 522

HTML: 40
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

673

PDF: 354

HTML: 18
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

1256

PDF: 549

HTML: 38
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

884

PDF: 486

HTML: 33
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

1119

PDF: 671

HTML: 112
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

927

PDF: 403

HTML: 19
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

1592

PDF: 694

HTML: 25
Fuzzy neural network PID control design of camellia fruit vibration picking manipulator

Ziyan Fan, Lijun Li, Zicheng Gao

01-08-2023

https://doi.org/10.4081/jae.2023.1466

1967

PDF: 637

Appendix: 191

HTML: 17
Detection of early collision and compression bruises for pears based on hyperspectral imaging technology

Guanglai Wang, Congcong Wang, Dayang Liu

09-07-2024

https://doi.org/10.4081/jae.2024.1591

921

PDF: 579

HTML: 27
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

2975

PDF: 811

HTML: 238
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

6898

PDF: 3312

Appendix: 439

HTML: 4428
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

2179

PDF: 1014

HTML: 73
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

5698

PDF: 2096

HTML: 1729
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

1179

PDF: 742

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

2248

PDF: 431

SUPPLEMENTARY MATERIAL: 113

HTML: 22
On the influence of the alternation of two different cooling systems on dairy cow daily activities

Simona M.C. Porto, Alessandro D'Emilio, Giovanni Cascone

21-27

17-02-2017

https://doi.org/10.4081/jae.2017.577

2670

PDF: 1376

HTML: 571
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

1318

PDF: 764

HTML: 106
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

843

PDF: 393

HTML: 37
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

924

PDF: 521

HTML: 19
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

1998

PDF: 977

HTML: 92
Design and experiment of a control system for sweet potato seedling-feeding and planting device based on a pre-treatment seedling belt

Yufan He, Qingzhen Zhu, Weiqiang Fu, Changhai Luo, Yue Cong, Wuchang Qin, Zhijun Meng, Liping Chen, Chunjiang Zhao, Guangwei Wu

30-06-2022

https://doi.org/10.4081/jae.2022.1261

1857

PDF: 940

HTML: 224
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

4345

PDF: 1378

HTML: 1041
Design and prototype development of a harvesting machine mower for poppy (Papaver somniferum L.) plant

Orhan Güngör, İbrahim Akıncı

12-02-2026

https://doi.org/10.4081/jae.2026.1981

883

PDF: 247

HTML: 61
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

2081

PDF: 1431

HTML: 537
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

1365

PDF: 434

HTML: 52
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

2063

PDF: 679

APPENDIX: 138

HTML: 26
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

2407

PDF: 1109

HTML: 18
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

1327

PDF: 577

Appendix: 177

HTML: 62
Assessing the effect of barns structures and environmental conditions in dairy cattle farms monitored in Northern Italy

Daniela Lovarelli, Elisabetta Riva, Gabriele Mattachini, Marcella Guarino, Giorgio Provolo

23-12-2021

https://doi.org/10.4081/jae.2021.1229

2425

PDF: 1075

HTML: 100
BIM concepts integration in academic education: a cross-sectional analysis

Andrea De Montis, Antonio Ledda, Giovanna Calia, Vittorio Serra

07-07-2026

https://doi.org/10.4081/jae.2026.2054

369

PDF: 137

Appendix: 59

HTML: 8
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

2047

PDF: 813

HTML: 287
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

3205

PDF: 1263

HTML: 929
COLOR DEGRADATION KINETICS OF REHYDRATED â€˜BORLOTTOâ€™ BEANS STORED IN DIFFERENT GAS ATMOSPHERES AS MEASURED BY IMAGE ANALYSIS

Maria Luisa Amodio, Rosaria Cornacchia, Fedele Colantuono, Giancarlo Colelli

33-40

22-06-2012

https://doi.org/10.4081/jae.2011.4.33

1680

PDF: 878
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

1301

PDF: 625

HTML: 44
Variation in ultrasonic frequency and time as pre-treatments to air-drying of carrot

Ernest Ekow Abano, Livingston Kobina Sam-Amoah, Ato Bart-Plange

e23

26-03-2013

https://doi.org/10.4081/jae.2012.e23

3323

PDF: 1303

HTML: 574
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

1152

PDF: 591

HTML: 51
Agricultural machinery photoelectric automatic navigation control system based on back propagation neural network

Yerong Sun, Kechuan Yi

05-07-2023

https://doi.org/10.4081/jae.2023.1530

1489

PDF: 806

HTML: 55
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

577

PDF: 721

HTML: 61
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

3398

PDF: 967

HTML: 457
Study of the steering of a wide span vehicle controlled by a local positioning system

Volodymyr Bulgakov, Simone Pascuzzi, Semjons Ivanovs, Volodymyr Kuvachov, Yulia Postol, Francesco Santoro, Viktor Melnyk

30-09-2021

https://doi.org/10.4081/jae.2021.1144

1585

PDF: 640

HTML: 49

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