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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

2207

PDF: 846

HTML: 240
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

1405

PDF: 611

HTML: 101
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

972

PDF: 375

HTML: 17
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

1946

PDF: 427

HTML: 46
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

1354

PDF: 378

HTML: 26
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

529

PDF: 244

HTML: 23
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

2943

PDF: 1193

HTML: 135
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

239

PDF: 265

HTML: 15
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

1449

PDF: 724

HTML: 26
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

6074

PDF: 2623

Appendix: 172

HTML: 4110
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

530

PDF: 289

HTML: 7
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

3582

PDF: 1203

HTML: 4318
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

398

PDF: 160

HTML: 9
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

703

PDF: 384

HTML: 12
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

1419

PDF: 578
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

521

PDF: 239

HTML: 9
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

753

PDF: 436

HTML: 37
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

378

PDF: 206

HTML: 6
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

423

PDF: 316

HTML: 23
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

1089

PDF: 369

HTML: 6
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

1227

PDF: 519

SUPPLEMENTARY MATERIAL: 47

HTML: 14
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

910

PDF: 357

HTML: 12
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

436

PDF: 210

HTML: 7
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

440

PDF: 249

HTML: 8
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

679

PDF: 361

HTML: 26
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

359

PDF: 254

HTML: 2
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

1074

PDF: 450

HTML: 12
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

1296

PDF: 404

Appendix: 87

HTML: 5
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

437

PDF: 285

HTML: 5
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

6169

PDF: 2906

Appendix: 329

HTML: 4345
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

1564

PDF: 772

HTML: 50
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

3634

PDF: 1294

HTML: 993
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

676

PDF: 397

HTML: 3
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

1761

PDF: 286

SUPPLEMENTARY MATERIAL: 55

HTML: 12
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

2329

PDF: 1209

HTML: 560
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

650

PDF: 394

HTML: 19
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

388

PDF: 205

HTML: 20
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

1109

PDF: 586

HTML: 36
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

1328

PDF: 603

HTML: 143
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

3883

PDF: 1193

HTML: 990
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

812

PDF: 546

HTML: 100
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

1242

PDF: 386

APPENDIX: 79

HTML: 11
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

634

PDF: 251

HTML: 25
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

821

PDF: 733

HTML: 4
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

462

PDF: 240

Appendix: 82

HTML: 3
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

1699

PDF: 802

HTML: 26
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

1152

PDF: 498

HTML: 33
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

2703

PDF: 1006

HTML: 899
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

1371

PDF: 740
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

565

PDF: 269

HTML: 20
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

1035

PDF: 426

HTML: 9
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

2975

PDF: 1115

HTML: 560
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

2350

PDF: 674

HTML: 356
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

1178

PDF: 466

HTML: 19
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

720

PDF: 364

HTML: 5
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

65

PDF: 25

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