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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

2955

Downloads: 712

HTML: 77
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

835

Downloads: 610

HTML: 50
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

2966

Downloads: 1285

HTML: 233
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

1219

Downloads: 786

HTML: 26
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

2482

Downloads: 728

HTML: 62
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

1852

Downloads: 1139

HTML: 38
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

567

Downloads: 306

HTML: 13
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

1678

Downloads: 769

HTML: 31
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

1470

Downloads: 552

HTML: 45
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

1329

Downloads: 662

HTML: 63
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

2303

Downloads: 1088

HTML: 857
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

1531

Downloads: 563

HTML: 97
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

1625

Downloads: 740

HTML: 26
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

2073

Downloads: 942

HTML: 78
Intelligent system based on a satellite image detection algorithm and a fuzzy model for evaluating sugarcane crop quality by predicting uncertain climatic parameters

Alina Evelyn Badillo-Márquez, Isaí Pardo-Escandón, Alberto Alfonso Aguilar-Lasserre, Constantino Gerardo Moras-Sánchez, Rita Flores-Asis

09-07-2024

https://doi.org/10.4081/jae.2024.1590

1098

Downloads: 472

HTML: 32
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

2228

Downloads: 1055

HTML: 75
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

926

Downloads: 520

HTML: 45
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

1068

Downloads: 648

HTML: 55
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

2198

Downloads: 1024

HTML: 29
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

4469

Downloads: 1672

HTML: 261
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

1592

Downloads: 790

HTML: 82
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

2390

Downloads: 954

HTML: 164
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

1407

Downloads: 623

HTML: 71
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

1631

Downloads: 714

HTML: 253
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

3428

Downloads: 1175

HTML: 1884
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

784

Downloads: 403

HTML: 24
Cost-effective IoT hyperspectral prototype for distributed agri-food product monitoring

Sara Vignati, Alessio Tugnolo, Marco Torrente, Alessia Pampuri, Riccardo Guidetti, Roberto Beghi, Valentina Giovenzana

14-07-2025

https://doi.org/10.4081/jae.2025.1664

1095

Downloads: 602

HTML: 62
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

1197

Downloads: 607

HTML: 27
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

8261

Downloads: 2877

HTML: 783
Analysis of the effects of agricultural land use change on rural environment and landscape through historical cartography and GIS tools

Dina Statuto, Giuseppe Cillis, Pietro Picuno

28-39

08-03-2016

https://doi.org/10.4081/jae.2016.468

6722

Downloads: 2552

HTML: 4569
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

3250

Downloads: 1284

HTML: 934
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

1857

Downloads: 688

HTML: 128
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

2574

Downloads: 1125

HTML: 52
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

1447

Downloads: 517

HTML: 41
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

3455

Downloads: 1107

HTML: 481
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

1248

Downloads: 833

HTML: 54
A test for monitoring erosion on the Cape Fear experimental hillslope using a low-cost camera

Andrea Petroselli, Ettore Arcangeletti, Ciro Apollonio, Flavia Tauro, Salvatore Grimaldi

28-07-2025

https://doi.org/10.4081/jae.2025.1786

983

Downloads: 343

HTML: 40
The influence of management and construction methods in the repair costs of Spainâ€™s low-volume road network

Eutiquio Gallego, Manuel Moya, Esperanza Ayuga-Téllez, Ana I. García, Francisco Ayuga

118-126

10-06-2016

https://doi.org/10.4081/jae.2016.537

2326

Downloads: 1112

HTML: 614
Multi-temporal geomorphometric analysis to assess soil erosion under different tillage practices: A methodological case study

Sara Cucchiaro, Laura Carretta, Paolo Nasta, Federico Cazorzi, Roberta Masin, Nunzio Romano, Paolo Tarolli

31-03-2022

https://doi.org/10.4081/jae.2022.1279

1817

Downloads: 1082

HTML: 93
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

1427

Downloads: 421

HTML: 72
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

2175

Downloads: 881

HTML: 323
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

2529

Downloads: 1155

HTML: 22
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

1246

Downloads: 507

HTML: 86
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

2280

Downloads: 589

HTML: 23
Understanding land use and land cover change in a prolonged conflict affected farming system: the case of Tuban district, Yemen

Molla Mekonnen Alemu, Hussein Gadain, Brigadier Libanda

15-11-2024

https://doi.org/10.4081/jae.2024.1635

1699

Downloads: 784

HTML: 38
Comparison of measurement methods of the front velocity of small-scale debris flows

Francesco Bettella, Gian Battista Bischetti, Vincenzo D'Agostino, Simone Virginio Marai, Enrico Ferrari, Tamara Michelini

129-137

18-12-2015

https://doi.org/10.4081/jae.2015.472

2394

Downloads: 947

HTML: 1100
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

571

Downloads: 389

HTML: 36
Estimating rice yield under different wheat residue coverage levels using multispectral Gaofen satellite data and remote sensing indices

Muhammad Sohail Memon, Shuren Chen, Jun Guo, Babar Iqbal, Zhiqiang Du, Mohamed Farag Taha, Noreena Memon

23-06-2025

https://doi.org/10.4081/jae.2025.1698

2156

Downloads: 629

HTML: 35
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

1138

Downloads: 506

HTML: 33
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

1864

Downloads: 1142

HTML: 131
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

2117

Downloads: 1021

HTML: 101
Use of 3D scanning technique to determine tire deformation in static conditions

Weronika Ptak, Jarosław Czarnecki, Marek Brennensthul

31-03-2022

https://doi.org/10.4081/jae.2022.1221

1757

Downloads: 718

HTML: 97
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

1915

Downloads: 822

HTML: 67
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

762

Downloads: 628

HTML: 42
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

1199

Downloads: 544

HTML: 33
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

1914

Downloads: 633

HTML: 48
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

706

Downloads: 829

HTML: 16
Detecting bacterial pustules on soybean plants by hyperspectral imaging

Eun Li Kim, Chan Seok Ryu, Ye Seong Kang

25-02-2026

https://doi.org/10.4081/jae.2026.1941

658

Downloads: 364

HTML: 56
Assessment of agricultural vulnerability and risk to climate change in sugarcane production through life cycle analysis and a multi-agent system

Alina Evelyn Badillo-Márquez, Constantino Gerardo Moras-Sánchez, José Octavio Rico-Contreras, Ramiro Meza-Palacios, Alberto Alfonso Aguilar-Lasserre

27-01-2026

https://doi.org/10.4081/jae.2026.1934

832

Downloads: 424

HTML: 58
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

974

Downloads: 592

HTML: 25
Estimation of thermal conductivity of short pastry biscuit at different baking stages

Chiara Cevoli, Angelo Fabbri, Simone Virginio Marai, Enrico Ferrari, Adriano Guarnieri

64-69

02-10-2014

https://doi.org/10.4081/jae.2014.232

3428

Downloads: 1133

HTML: 1412
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

654

Downloads: 789

HTML: 65
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

3181

Downloads: 922

HTML: 278
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

1799

Downloads: 533

HTML: 39
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

3350

Downloads: 2017

HTML: 1139
Constant pressure control for variable-rate spray using closed-loop proportion integration differentiation regulation

Wei Deng, Chunjiang Zhao, Liping Chen, Xiu Wang

148-156

29-09-2016

https://doi.org/10.4081/jae.2016.512

3373

Downloads: 1282

HTML: 1724
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

751

Downloads: 601

HTML: 44
Design and effectiveness of an injection system for the application of liquid manure (slurry) to soil

Lale Ghanizadeh Hesar, Ahmet Ince, Kamil Ekinci, Huseyin Gucum

15-12-2025

https://doi.org/10.4081/jae.2025.1912

718

Downloads: 441

HTML: 35
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

1240

Downloads: 534

HTML: 38
Spectra evolution over on-vine holding of Italia table grapes: prediction of maturity and discrimination for harvest times using a Vis-NIR hyperspectral device

Francesca Piazzolla, Maria Luisa Amodio, Giancarlo Colelli

109-116

01-06-2017

https://doi.org/10.4081/jae.2017.639

2651

Downloads: 1312

HTML: 425
Best practices in post-flood surveys: The study case of Pioverna torrent

Alessio Cislaghi, Gian Battista Bischetti

28-06-2022

https://doi.org/10.4081/jae.2022.1312

3436

Downloads: 943

HTML: 114
Structural design and experimental tests on a model of tensegrity greenhouse prototype

Giacomo Scarascia-Mugnozza, Silvana Fuina, Sergio Castellano

30-09-2021

https://doi.org/10.4081/jae.2021.1189

2052

Downloads: 1130

HTML: 451
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

1004

Downloads: 1320

HTML: 66
Optimization of multioutlet hydrant location and pressurized irrigation network layout using the GRASP metaheuristic

César González-Pavón, Carmen Virginia Palau, Juan Manzano-Juárez, Santiago Guillem-Picó, Ibán Balbastre-Peralta

05-08-2025

https://doi.org/10.4081/jae.2025.1633

807

Downloads: 794

HTML: 38
Analysis of irrigation system performance based on an integrated approach with Sentinel-2 satellite images

Meriem Er-Rami, Guido D'Urso, Nicola Lamaddalena, Daniela D'Agostino, Oscar Rosario Belfiore

28-06-2021

https://doi.org/10.4081/jae.2021.1170

3775

Downloads: 1311

HTML: 280
Comparing Sentinel-1, Sentinel-2, and Landsat-8 data in the early recognition of irrigated areas in central Italy

Lorenzo Vergni, Alessandra Vinci, Francesca Todisco, Francesco Saverio Santaga, Marco Vizzari

23-12-2021

https://doi.org/10.4081/jae.2021.1265

2333

Downloads: 1007

HTML: 140
Effects of controlled burn rice husk ash on geotechnical properties of the soil

Najmun Nahar, Alex Otieno Owino, Sayful Kabir Khan, Zakaria Hossain, Noma Tamaki

23-12-2021

https://doi.org/10.4081/jae.2021.1216

2237

Downloads: 1062

HTML: 235
Kernel density estimation analyses based on a low power-global positioning system for monitoring environmental issues of grazing cattle

Simona M.C. Porto, Giulia Castagnolo, Francesca Valenti, Giovanni Cascone

25-03-2022

https://doi.org/10.4081/jae.2021.1323

2270

Downloads: 1206

HTML: 114

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