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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

3107

Downloads: 791

HTML: 81
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

1675

Downloads: 734

HTML: 261
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

1935

Downloads: 1174

HTML: 40
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

8462

Downloads: 2956

HTML: 815
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

590

Downloads: 320

HTML: 14
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

2500

Downloads: 734

HTML: 63
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

1487

Downloads: 561

HTML: 48
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

1611

Downloads: 801

HTML: 84
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

1693

Downloads: 783

HTML: 31
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
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

862

Downloads: 627

HTML: 51
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

1656

Downloads: 749

HTML: 26
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

1089

Downloads: 662

HTML: 58
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

4539

Downloads: 1690

HTML: 265
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

1808

Downloads: 543

HTML: 39
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

2252

Downloads: 1640

HTML: 673
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

1234

Downloads: 791

HTML: 35
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
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

1473

Downloads: 530

HTML: 42
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
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

1896

Downloads: 701

HTML: 134
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

1024

Downloads: 1332

HTML: 69
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

939

Downloads: 526

HTML: 48
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

2127

Downloads: 958

HTML: 78
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

3031

Downloads: 1309

HTML: 239
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

1162

Downloads: 520

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

3284

Downloads: 1292

HTML: 934
Optimisation of hot-water application technology for the control of broad-leaved dock (Rumex obtusifolius)

Roy Latsch, Joachim Sauter

137-145

21-12-2014

https://doi.org/10.4081/jae.2014.239

3360

Downloads: 2027

HTML: 1139
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

2224

Downloads: 1034

HTML: 29
Harnessing AI for sustainable agriculture: exergy efficiency optimization in maize via neighbourhood component analysis, principal component analysis, extreme gradient boosting

Kutalmis Turhal, Umit Cigdem Turhal, Yasemin Onal

24-10-2025

https://doi.org/10.4081/jae.2025.1870

1259

Downloads: 551

HTML: 39
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

1557

Downloads: 570

HTML: 102
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

4400

Downloads: 1413

HTML: 1052
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

3274

Downloads: 963

HTML: 288
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

5942

Downloads: 2199

HTML: 1915
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

1459

Downloads: 433

HTML: 74
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

6990

Downloads: 4031

HTML: 4450
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

815

Downloads: 415

HTML: 25
Hyperspectral imaging system to online monitoring the soy flour content in a functional pasta

Roberto Romaniello, Antonietta Eliana Barrasso, Antonio Berardi, Claudio Perone, Antonia Tamborrino, Filippo Catalano, Antonietta Baiano

04-08-2023

https://doi.org/10.4081/jae.2023.1535

1935

Downloads: 643

HTML: 49
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

2570

Downloads: 1172

HTML: 26
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
Design of green spaces located below the urbanised level. Themes, problems and solutions applied to a case study

Alessandro Toccolini, Simone Felisari, Paolo Stefano Ferrario

151-161

18-12-2015

https://doi.org/10.4081/jae.2015.484

27050

Downloads: 954

HTML: 1993
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

2220

Downloads: 893

HTML: 330
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

3489

Downloads: 1122

HTML: 483
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

2246

Downloads: 1069

HTML: 76
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

1124

Downloads: 624

HTML: 65
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

683

Downloads: 804

HTML: 66
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

1396

Downloads: 834

HTML: 153
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

1253

Downloads: 563

HTML: 33
Automatic travelling of agricultural support robot for a fruit farm. Verification of effectiveness of real-time kinematic-global navigation satellite system and developed a simulator for specification design

Ren Hiraoka, Yuya Aoyagi, Kazuki Kobayashi

02-02-2023

https://doi.org/10.4081/jae.2023.1355

3188

Downloads: 1615

HTML: 186
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

1437

Downloads: 470

HTML: 58
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

531

Downloads: 314

HTML: 43
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

2291

Downloads: 597

HTML: 23
Design and experiments of an integrated device for shrimp orientation and decapitation

Panchen Ruan, Yifan Fang, Zetong Li, Qiansheng Tang, Liangyuan Xu

16-10-2024

https://doi.org/10.4081/jae.2024.1611

1280

Downloads: 538

HTML: 88
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

2191

Downloads: 1041

HTML: 102
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

534

Downloads: 305

HTML: 30
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

1235

Downloads: 632

HTML: 124
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

1345

Downloads: 671

HTML: 65
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

988

Downloads: 444

HTML: 32
PRELIMINARY STUDY FOR THE IMPLEMENTATION OFAN IMAGE ANALYSIS ALGORITHM TO DETECT DAIRY COW PRESENCE AT THE FEED BARRIER

Simona M.C. Porto, Claudia Arcidiacono, Giuseppe C. Guarnera, Giovanni Cascone

17-24

22-06-2012

https://doi.org/10.4081/jae.2011.4.17

1903

Downloads: 911
Agrivoltaic systems towards the European green deal and agricultural policies: a review

Gabriella Impallomeni, Francesco Barreca

11-11-2024

https://doi.org/10.4081/jae.2024.1632

2690

Downloads: 1092

HTML: 362

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