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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

2488

PDF: 585

HTML: 49
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

1708

PDF: 1011

HTML: 28
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

478

PDF: 255

HTML: 10
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

4285

PDF: 1594

HTML: 211
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

7457

PDF: 2332

HTML: 666
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

902

PDF: 395

HTML: 16
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

1304

PDF: 571

HTML: 29
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

1987

PDF: 659

APPENDIX: 134

HTML: 23
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

759

PDF: 557

HTML: 40
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

1310

PDF: 479

HTML: 74
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

3355

PDF: 946

HTML: 453
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

1662

PDF: 540

HTML: 98
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

1585

PDF: 615

HTML: 22
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

1077

PDF: 439

HTML: 28
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

1094

PDF: 708

HTML: 38
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

1536

PDF: 602

HTML: 62
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

862

PDF: 465

HTML: 30
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

626

PDF: 185

HTML: 24
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

2223

PDF: 421

SUPPLEMENTARY MATERIAL: 105

HTML: 20
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

556

PDF: 649

HTML: 57
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

1154

PDF: 725

HTML: 18
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

597

PDF: 316

HTML: 30
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

2129

PDF: 993

HTML: 72
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

2515

PDF: 1187

HTML: 194
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

1043

PDF: 404

Supplementary: 56

HTML: 113
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

2300

PDF: 876

HTML: 160
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

1159

PDF: 475

HTML: 24
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

1010

PDF: 560

HTML: 41
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

810

PDF: 382

HTML: 36
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

650

PDF: 481

HTML: 18
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

1228

PDF: 361

HTML: 56
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

486

PDF: 317

HTML: 18
Modelling of agricultural land dynamics using artificial neural networks and geospatial analysis in Melur Taluk, Tamil Nadu, India

Gowthaman M S, Murugasan R , Srinivasa Raju K, Makendran C

21-07-2025

https://doi.org/10.4081/jae.2025.1783

665

PDF: 718

HTML: 13
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

1096

PDF: 637

HTML: 108
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

2563

PDF: 759

HTML: 192
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

1199

PDF: 522

HTML: 38
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

624

PDF: 320

HTML: 15
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

1169

PDF: 878

HTML: 82
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

1490

PDF: 621

HTML: 206
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

1365

PDF: 470

HTML: 36
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

1572

PDF: 669

HTML: 24
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

1746

PDF: 511

HTML: 36
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

894

PDF: 548

HTML: 22
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

5612

PDF: 1934

HTML: 1467
Forecasting the vapor pressure deficit in vertical farming facilities aiming to provide optimal indoor conditions

Carlos Alejandro Perez Garcia, Dafni Despoina Avgoustaki, Enrica Santolini, Daniele Torreggiani, Thomas Bartzanas, Patrizia Tassinari, Marco Bovo

25-07-2025

https://doi.org/10.4081/jae.2025.1793

1137

PDF: 427

HTML: 24
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

1096

PDF: 498

HTML: 21
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

1288

PDF: 509

HTML: 38
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

1503

PDF: 1180

HTML: 27
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

8800

PDF: 3733

Appendix: 245

HTML: 5604
Soil depth modelling using terrain analysis and satellite imagery: the case study of Qeshlaq mountainous watershed (Kurdistan, Iran)

Salahudin Zahedi, Kaka Shahedi, Mahmod Habibnejad Rawshan, Karim Solimani, Kourosh Dadkhah

167-174

14-09-2017

https://doi.org/10.4081/jae.2017.595

2593

PDF: 1066

HTML: 1206
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

1993

PDF: 898

HTML: 59
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

1107

PDF: 495

HTML: 23
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

2439

PDF: 1068

SUPPLEMENTARY MATERIAL: 116

HTML: 55
Drag reduction design and experiments for the chisel-shaped shovel tip

Longlong Wang, Changjiang Zheng, Mingke Li, Tongtong Mi, Songze Li, Xuemei Yi

16-04-2024

https://doi.org/10.4081/jae.2024.1576

1183

PDF: 546

HTML: 16
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

1274

PDF: 609

HTML: 43
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

1341

PDF: 421

HTML: 50
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

1839

PDF: 740

HTML: 63
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

2428

PDF: 574

HTML: 59
Artificial intelligence to boost traceability systems for fraud prevention in the meat industry

Alessandro Biglia, Paolo Barge, Cristina Tortia, Lorenzo Comba, Davide Ricauda Aimonino, Paolo Gay

30-12-2022

https://doi.org/10.4081/jae.2022.1328

2858

PDF: 1365
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

2796

PDF: 657

HTML: 70
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

2633

PDF: 890

Supplementary: 85

HTML: 53
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

2325

PDF: 1080

HTML: 15
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

1299

PDF: 553

Appendix: 170

HTML: 39
Satellite remote sensing for monitoring citrus orchards water requirements at the irrigation district scale

Giuseppe Longo-Minnolo, Alessandro D’Emilio, Juan Miguel Ramírez-Cuesta, Daniela Vanella, Serena Guarrera, Giacoma Manerchia Maserà, Simona Consoli

31-10-2024

https://doi.org/10.4081/jae.2024.1623

1419

PDF: 710

HTML: 103
Thermal comfort optimisation of vernacular rural buildings: passive solutions to retrofit a typical farmhouse in central Italy

Maria Elena Menconi, Massimo Chiappini, Jan L.M. Hensen, David Grohmann

127-136

29-06-2017

https://doi.org/10.4081/jae.2017.668

2498

PDF: 1403

HTML: 353
Biomimetic tool design improves tillage efficiency, seedbed quality, and straw incorporation during rototilling in conservation farming

Ian Torotwa, Qishuo Ding, Emmanuel Awuah, Ruiyin He

16-03-2023

https://doi.org/10.4081/jae.2023.1327

1944

PDF: 1006

HTML: 195
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

2388

PDF: 1056

HTML: 99

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