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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

3085

Downloads: 777

HTML: 80
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

778

Downloads: 155

HTML: 7
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

1550

Downloads: 570

HTML: 102
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

1608

Downloads: 799

HTML: 83
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

1485

Downloads: 559

HTML: 47
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

937

Downloads: 525

HTML: 47
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

1692

Downloads: 780

HTML: 31
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

813

Downloads: 412

HTML: 25
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

1454

Downloads: 432

HTML: 74
Evaluation of the morphological quality index in the Cordevole river (Bl, Italy)

Emanuel Rigon, Johnny Moretto, Riccardo Rainato, Mario Aristide Lenzi, Andrea Zorzi

e15

18-12-2013

https://doi.org/10.4081/jae.2013.e15

4551

Downloads: 1497

HTML: 1760
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

2425

Downloads: 971

HTML: 164
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

2245

Downloads: 1068

HTML: 76
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

2499

Downloads: 732

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

2124

Downloads: 957

HTML: 78
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

2213

Downloads: 892

HTML: 329
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

8433

Downloads: 2949

HTML: 808
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

2181

Downloads: 1038

HTML: 102
YOLO-Banana-Seg: a lightweight and efficient model for rapid segmentation of banana bunches and stalks in complex orchards

Runbo Fu, Fuqin Deng, Zhijie Wu, Lanhui Fu, Lei Zhou

16-09-2026

https://doi.org/10.4081/jae.2026.2095

44

Downloads: 33
Identification of drought-salinity combined stress in tomato plants by vegetation indices

Alessandro Biglia, Francesco Gresta, Davide Lucien Patono, Lorenzo Comba, Claudio Lovisolo, Paolo Gay, Andrea Schubert

23-10-2024

https://doi.org/10.4081/jae.2024.1599

1239

Downloads: 561

HTML: 33
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

2221

Downloads: 1034

HTML: 29
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

1923

Downloads: 1172

HTML: 40
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

1652

Downloads: 749

HTML: 26
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

2289

Downloads: 595

HTML: 23
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

587

Downloads: 320

HTML: 14
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

1807

Downloads: 543

HTML: 39
A METHOD FOR SEGMENTING FOOD COLOUR IMAGES

Giorgio Peri, Roberto Romaniello

53-56

30-06-2008

https://doi.org/10.4081/jae.2008.2.53

1781

Downloads: 797
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

9094

Downloads: 4290

HTML: 5877
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

682

Downloads: 405

HTML: 49
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

3260

Downloads: 961

HTML: 288
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

1087

Downloads: 662

HTML: 58
Application of ground penetrating radar technology in moisture content detection of stored grain

Fan Cui, Guoqi Dong, Baiping Chen, Penglin Yong, Suping Peng

15-09-2022

https://doi.org/10.4081/jae.2022.1472

2276

Downloads: 1172

HTML: 148
Fluorescence hyper-spectral imaging to detecting faecal contamination on fresh tomatoes

Roberto Romaniello, Giorgio Peri, Alessandro Leone

7-11

08-03-2016

https://doi.org/10.4081/jae.2016.491

2317

Downloads: 1093

HTML: 857
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

4376

Downloads: 1529

HTML: 4435
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

1233

Downloads: 791

HTML: 35
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

860

Downloads: 625

HTML: 51
Hyperspectral imaging to measure apricot attributes during storage

Alessandro Benelli, Chiara Cevoli, Angelo Fabbri, Luigi Ragni

28-06-2022

https://doi.org/10.4081/jae.2022.1311

1934

Downloads: 831

HTML: 67
Research on an automated mapping method for rice aboveground biomass based on low-altitude remote sensing

Honggang Xu, Xuehan Li, Jia Shen, Ziyi Li, Zhe Li, Yiming Li, Pengcheng Nie

15-09-2026

https://doi.org/10.4081/jae.2026.2061

43

Downloads: 22
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

1303

Downloads: 1020

HTML: 118
Application of the new Morphological Quality Index in the Cordevole river (BL, Italy)

E. Rigon, J. Moretto, F. Delai, L. Picco, D. Ravazzolo, R. Rainato, M.A. Lenzi

08-09-2013

https://doi.org/10.4081/jae.2013.250

1814

Downloads: 868
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

1392

Downloads: 596

HTML: 47
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

1434

Downloads: 633

HTML: 71
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

1891

Downloads: 1149

HTML: 131
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

993

Downloads: 613

HTML: 26
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

2681

Downloads: 1537

HTML: 65
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

1417

Downloads: 847

HTML: 86
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

1894

Downloads: 701

HTML: 134
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

2040

Downloads: 884

HTML: 22
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

4533

Downloads: 1689

HTML: 265
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

1160

Downloads: 519

HTML: 33
Effectiveness of alternative management scenarios on the sediment load in a Mediterranean agricultural watershed

Ossama M. M. Abdelwahab, Ronald L. Bingner, Fabio Milillo, Francesco Gentile

125-136

05-11-2014

https://doi.org/10.4081/jae.2014.430

3780

Downloads: 1398

HTML: 1345
Automatic solution for detection, identification and biomedical monitoring of a cow using remote sensing for optimised treatment of cattle

Yevgeny Beiderman, Mark Kunin, Eli Kolberg, Ilan Halachmi, Binyamin Abramov, Rafael Amsalem, Zeev Zalevsky

153-160

21-12-2014

https://doi.org/10.4081/jae.2014.418

3436

Downloads: 1184

HTML: 1884
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

1469

Downloads: 525

HTML: 41
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

999

Downloads: 628

HTML: 119
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

592

Downloads: 402

HTML: 36
Testing of ultrasonic vibration to speed up the remuage operation in sparkling wine production

Alessio Tugnolo, Roberto Beghi, Valentina Giovenzana, Alessia Pampuri, Simone Virginio Marai, Andrea Casson, Enrico Ferrari, Riccardo Guidetti

16-04-2024

https://doi.org/10.4081/jae.2024.1577

1151

Downloads: 498

HTML: 108
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

803

Downloads: 684

HTML: 53
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

3023

Downloads: 1305

HTML: 239
Energy efficiency of a hybrid cable yarding system: A case study in the North-Eastern Italian Alps under real working conditions

Alberto Cadei, Omar Mologni, Luca Marchi, Francesco Sforza, Dominik Röser, Raffaele Cavalli, Stefano Grigolato

30-09-2021

https://doi.org/10.4081/jae.2021.1185

2377

Downloads: 1110

HTML: 24
Development and validation of a low-cost imaging system for seedling germination kinetics through time-cumulative analysis

Marco Davide Michel Torrente, Alessia Follador, Aldo Calcante, Paola Casati, Roberto Oberti

29-07-2026

https://doi.org/10.4081/jae.2026.2030

103

Downloads: 80
Proposal of an integrated 3D architectural survey method for application in historic agri-food building analysis and representation

Salvatore Praticò, Raimondo Tripodi, Viviana Tirella, Salvatore Di Fazio, Francesco Barreca, Giuseppe Modica

04-04-2023

https://doi.org/10.4081/jae.2023.1521

2593

Downloads: 1133

HTML: 52
Acoustic feature analysis of normal and abnormal calls of white-feathered broilers

Bowen Sun, Xiangchao Kong, Xingkai Peng, Changxi Chen, Wanchao Zhang, Guangyu Zhao, Yongmin Guo, Kaisi Yang

18-12-2025

https://doi.org/10.4081/jae.2025.1684

781

Downloads: 625

HTML: 46
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

1645

Downloads: 752

HTML: 85

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