Citations (62)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (3)
Charles Marty, Siddhartha Khare, Sergio Rossi, Jean Lafond, Maxime Boivin & Maxime C. Paré. (2022) Detection of Management Practices and Cropping Phases in Wild Lowbush Blueberry Fields Using Multispectral UAV Data. Canadian Journal of Remote Sensing 48:3, pages 469-480.
Read now
Read now
Elisabetta Raparelli & Sofia Bajocco. (2019) A bibliometric analysis on the use of unmanned aerial vehicles in agricultural and forestry studies. International Journal of Remote Sensing 40:24, pages 9070-9083.
Read now
Read now
Anita Simic Milas, Joaquim João Sousa, Timothy A. Warner, Ana Cláudia Teodoro, Emanuel Peres, José Alberto Gonçalves, Jorge Delgado Garcia, Ricardo Bento, Stuart Phinn & Amy Woodget. (2018) Unmanned Aerial Systems (UAS) for environmental applications special issue preface. International Journal of Remote Sensing 39:15-16, pages 4845-4851.
Read now
Read now
Articles from other publishers (59)
Min Xie, Jun Luo, Lijun Li, Peng Zhang, Qiang Wu, Mengyuan Li, Haixia Wang & Yongping Zhang. (2024) Correlation between Spring Wheat Physiological Indicators and UAV Digital Image Index in Hetao Irrigation Area. Applied Sciences 14:6, pages 2294.
Crossref
Crossref
Rusnadi Padjung, Muh Farid, Ahmad Fauzan Adzima, Ifayanti Ridwan, Yunus Musa, Nasaruddin .Muhammad Fuad Anshori, Abd. Haris, Rahman Arinong & Amin Nur. (2024) Evaluation of Nitrogen Fertilizer Doses on Several Corn Varieties Using UAV-Based Multi-Sensor Imagery. Asian Journal of Plant Sciences 23:1, pages 98-105.
Crossref
Crossref
Guitang Gao, Liuya Zhang, Ling Wu & Debao Yuan. (2024) Estimation of Chlorophyll Content in Wheat Based on Optimal Spectral Index. Applied Sciences 14:2, pages 703.
Crossref
Crossref
Atanas Z. Atanasov, Boris I. Evstatiev, Valentin N. Vladut & Sorin-Stefan Biris. (2024) A Novel Algorithm to Detect White Flowering Honey Trees in Mixed Forest Ecosystems Using UAV-Based RGB Imaging. AgriEngineering 6:1, pages 95-112.
Crossref
Crossref
R. Pungavi & C. Praveenkumar. 2024. Artificial Intelligence and Smart Agriculture. Artificial Intelligence and Smart Agriculture
251
269
.
Paulo Escandón-Panchana, Gricelda Herrera-Franco, Sandra Martínez Cuevas & Fernando Morante-Carballo. 2024. Applied Informatics. Applied Informatics
309
322
.
Priyanka, Prashant K. Srivastava & Roohi Rawat. (2023) Retrieval of leaf chlorophyll content using drone imagery and fusion with Sentinel-2 data. Smart Agricultural Technology 6, pages 100353.
Crossref
Crossref
Zhao Liu, Huapeng Li, Xiaohui Ding, Xinyuan Cao, Hui Chen & Shuqing Zhang. (2023) Estimating Maize Maturity by Using UAV Multi-Spectral Images Combined with a CCC-Based Model. Drones 7:9, pages 586.
Crossref
Crossref
Tong Yu, Jing Zhou, Jiahao Fan, Yi Wang & Zhou Zhang. (2023) Potato Leaf Area Index Estimation Using Multi-Sensor Unmanned Aerial Vehicle (UAV) Imagery and Machine Learning. Remote Sensing 15:16, pages 4108.
Crossref
Crossref
Siyao Yu, Haoran Bu, Xue Hu, Wancheng Dong & Lixin Zhang. (2023) Establishment and Accuracy Evaluation of Cotton Leaf Chlorophyll Content Prediction Model Combined with Hyperspectral Image and Feature Variable Selection. Agronomy 13:8, pages 2120.
Crossref
Crossref
Angelos Alexopoulos, Konstantinos Koutras, Sihem Ben Ali, Stefano Puccio, Alessandro Carella, Roberta Ottaviano & Athanasios Kalogeras. (2023) Complementary Use of Ground-Based Proximal Sensing and Airborne/Spaceborne Remote Sensing Techniques in Precision Agriculture: A Systematic Review. Agronomy 13:7, pages 1942.
Crossref
Crossref
Amrit Shrestha, Raju Bheemanahalli, Ardeshir Adeli, Sathishkumar Samiappan, Joby M. Prince Czarnecki, Cary Daniel McCraine, K. Raja Reddy & Robert Moorhead. (2023) Phenological stage and vegetation index for predicting corn yield under rainfed environments. Frontiers in Plant Science 14.
Crossref
Crossref
Jinpeng Cheng, Hao Yang, Jianbo Qi, Shaoyu Han, Zhendong Sun, Haikuan Feng, Riqiang Chen, Chengjian Zhang, Jingbo Li & Guijun Yang. (2023) Evaluation of the effect of leaf spatial aggregation on chlorophyll content retrieval in open-canopy apple orchards. International Journal of Applied Earth Observation and Geoinformation 121, pages 103367.
Crossref
Crossref
Raquel Martínez-Peña, Sergio Vélez, Rubén Vacas, Hugo Martín & Sara Álvarez. (2023) Remote Sensing for Sustainable Pistachio Cultivation and Improved Quality Traits Evaluation through Thermal and Non-Thermal UAV Vegetation Indices. Applied Sciences 13:13, pages 7716.
Crossref
Crossref
Mohammad Rafiqul Islam, Jamil Hossain, Mohammad Ashraful Alam, Mohammad Sohidul Islam, Md Mobinur Rahman, Alison M. Laing & Akbar Hossain. (2023) Growth, Productivity, Competitive Ratio, Maize Equivalent Yield, Land Equivalent Ratio, and Profitability of Hybrid Maize as Influenced by Relay Cropping with Mukhikachu (Colocasia esculenta Schott.) during Rabi Season. CURRENT APPLIED SCIENCE AND TECHNOLOGY, pages e0256415.
Crossref
Crossref
Hanhu Liu, Xiangqi Lei, Hui Liang & Xiao Wang. (2023) Multi-Model Rice Canopy Chlorophyll Content Inversion Based on UAV Hyperspectral Images. Sustainability 15:9, pages 7038.
Crossref
Crossref
Lili Zhou, Chenwei Nie, Tao Su, Xiaobin Xu, Yang Song, Dameng Yin, Shuaibing Liu, Yadong Liu, Yi Bai, Xiao Jia & Xiuliang Jin. (2023) Evaluating the Canopy Chlorophyll Density of Maize at the Whole Growth Stage Based on Multi-Scale UAV Image Feature Fusion and Machine Learning Methods. Agriculture 13:4, pages 895.
Crossref
Crossref
Samera Samsuddin Sah, Khairul Nizam Abdul Maulud, Othman A. Karim, Suraya Sharil & Zaher Mundher Yaseen. (2023) Extensive assessment of climate change impacts on coastal zone paddy growth using multispectral analysis and hydrodynamic modeling. Science of The Total Environment 868, pages 161585.
Crossref
Crossref
Felix Esser, Lasse Klingbeil, Lina Zabawa & Heiner Kuhlmann. (2023) Quality Analysis of a High-Precision Kinematic Laser Scanning System for the Use of Spatio-Temporal Plant and Organ-Level Phenotyping in the Field. Remote Sensing 15:4, pages 1117.
Crossref
Crossref
Pratishtha Poudel, Bryan Naidenov, Charles Chen, Phillip D Alderman & Stephen M Welch. (2023) Integrating genomic prediction and genotype specific parameter estimation in ecophysiological models: overview and perspectives. in silico Plants 5:1.
Crossref
Crossref
Huichun Zhang, Yufeng Ge, Xinyan Xie, Abbas Atefi, Nuwan K. Wijewardane & Suresh Thapa. (2022) High throughput analysis of leaf chlorophyll content in sorghum using RGB, hyperspectral, and fluorescence imaging and sensor fusion. Plant Methods 18:1.
Crossref
Crossref
Lu Xu, Shuo Shi, Wei Gong, Zixi Shi, Fangfang Qu, Xingtao Tang, Bowen Chen & Jia Sun. (2022) Improving leaf chlorophyll content estimation through constrained PROSAIL model from airborne hyperspectral and LiDAR data. International Journal of Applied Earth Observation and Geoinformation 115, pages 103128.
Crossref
Crossref
Luana Mendes dos Santos, Gabriel Araújo e Silva Ferraz, Milene Alves de Figueiredo Carvalho, Sabrina Aparecida Teodoro, Alisson André Vicente Campos & Pedro Menicucci Neto. (2022) Use of RPA Images in the Mapping of the Chlorophyll Index of Coffee Plants. Sustainability 14:20, pages 13118.
Crossref
Crossref
Jin Xu, Lindi J. Quackenbush, Timothy A. Volk & Jungho Im. (2022) Estimation of shrub willow biophysical parameters across time and space from Sentinel-2 and unmanned aerial system (UAS) data. Field Crops Research 287, pages 108655.
Crossref
Crossref
Xinlian Liang, Antero Kukko, Ivan Balenovic, Ninni Saarinen, Samuli Junttila, Ville Kankare, Markus Holopainen, Martin Mokros, Peter Surovy, Harri Kaartinen, Luka Jurjevic, Eija Honkavaara, Roope Nasi, Jingbin Liu, Markus Hollaus, Jiaojiao Tian, Xiaowei Yu, Jie Pan, Shangshu Cai, Juho-Pekka Virtanen, Yunsheng Wang & Juha Hyyppa. (2022) Close-Range Remote Sensing of Forests: The state of the art, challenges, and opportunities for systems and data acquisitions. IEEE Geoscience and Remote Sensing Magazine 10:3, pages 32-71.
Crossref
Crossref
Jinpeng Cheng, Guijun Yang, Weimeng Xu, Haikuan Feng, Shaoyu Han, Miao Liu, Fa Zhao, Yaohui Zhu, Yu Zhao, Baoguo Wu & Hao Yang. (2022) Improving the Estimation of Apple Leaf Photosynthetic Pigment Content Using Fractional Derivatives and Machine Learning. Agronomy 12:7, pages 1497.
Crossref
Crossref
Konstantinos Kiropoulos, Dimosthenis C. Tsouros, Foteini Dimaraki, Anna Triantafyllou, Stamatia Bibi, Panagiotis Sarigiannidis & Pantelis Angelidis. (2022) Monitoring Saffron Crops with UAVs. Telecom 3:2, pages 301-321.
Crossref
Crossref
Arya Pradipta, Pantelis Soupios, Nektarios Kourgialas, Maria Doula, Zoi Dokou, Mohammad Makkawi, Mohammed Alfarhan, Bassam Tawabini, Panagiotis Kirmizakis & Mohamed Yassin. (2022) Remote Sensing, Geophysics, and Modeling to Support Precision Agriculture—Part 2: Irrigation Management. Water 14:7, pages 1157.
Crossref
Crossref
Jin Xu, Lindi J. Quackenbush, Timothy A. Volk & Stephen V. Stehman. (2022) Shrub willow canopy chlorophyll content estimation from unmanned aerial systems (UAS) data: Estimation and uncertainty analysis across time, space, and scales. International Journal of Applied Earth Observation and Geoinformation 108, pages 102737.
Crossref
Crossref
Kasper Johansen, Matteo G. Ziliani, Rasmus Houborg, Trenton E. Franz & Matthew F. McCabe. (2022) CubeSat constellations provide enhanced crop phenology and digital agricultural insights using daily leaf area index retrievals. Scientific Reports 12:1.
Crossref
Crossref
Qi Yang, Liangsheng Shi, Jingye Han, Zhuowei Chen & Jin Yu. (2022) A VI-based phenology adaptation approach for rice crop monitoring using UAV multispectral images. Field Crops Research 277, pages 108419.
Crossref
Crossref
Tianli Wang, Maofang Gao, Chunling Cao, Jiong You, Xiwang Zhang & Lanzhi Shen. (2022) Winter wheat chlorophyll content retrieval based on machine learning using in situ hyperspectral data. Computers and Electronics in Agriculture 193, pages 106728.
Crossref
Crossref
Minhui Li, Redmond R. Shamshiri, Michael Schirrmann, Cornelia Weltzien, Sanaz Shafian & Morten Stigaard Laursen. (2022) UAV Oblique Imagery with an Adaptive Micro-Terrain Model for Estimation of Leaf Area Index and Height of Maize Canopy from 3D Point Clouds. Remote Sensing 14:3, pages 585.
Crossref
Crossref
Dorothy D. Sweet, Sara B. Tirado, Nathan M. Springer, Candice N. Hirsch & Cory D. Hirsch. (2022) Opportunities and challenges in phenotyping row crops using drone‐based RGB imaging. The Plant Phenome Journal 5:1.
Crossref
Crossref
Yaping Xu, Vivek Shrestha, Cristiano Piasecki, Benjamin Wolfe, Lance Hamilton, Reginald J. Millwood, Mitra Mazarei & Charles Neal Stewart. (2021) Sustainability Trait Modeling of Field-Grown Switchgrass (Panicum virgatum) Using UAV-Based Imagery. Plants 10:12, pages 2726.
Crossref
Crossref
Rongqiang Guan, Jing Yu, Mingyue Li, Jingjing Yan & Zichao Liu. (2021) Preparation of electrochemical sensor assisted unmanned aerial vehicles system for SO2, O3, NO2, CO and PM2.5/PM10 detection in air. International Journal of Electrochemical Science 16:10, pages 211021.
Crossref
Crossref
Shenzhou Liu, Wenzhi Zeng, Lifeng Wu, Guoqing Lei, Haorui Chen, Thomas Gaiser & Amit Kumar Srivastava. (2021) Simulating the Leaf Area Index of Rice from Multispectral Images. Remote Sensing 13:18, pages 3663.
Crossref
Crossref
Yanling Zhao, Xuejiao Lyu, Wu Xiao, Shuaishuai Tian, Jianyong Zhang, Zhenqi Hu & Yanhua Fu. (2021) Evaluation of the soil profile quality of subsided land in a coal mining area backfilled with river sediment based on monitoring wheat growth biomass with UAV systems. Environmental Monitoring and Assessment 193:9.
Crossref
Crossref
Gregoriy Kaplan, Lior Fine, Victor Lukyanov, V. S. Manivasagam, Josef Tanny & Offer Rozenstein. (2021) Normalizing the Local Incidence Angle in Sentinel-1 Imagery to Improve Leaf Area Index, Vegetation Height, and Crop Coefficient Estimations. Land 10:7, pages 680.
Crossref
Crossref
Lia Duarte, Ana Cláudia Teodoro, Joaquim J. Sousa & Luís Pádua. (2021) QVigourMap: A GIS Open Source Application for the Creation of Canopy Vigour Maps. Agronomy 11:5, pages 952.
Crossref
Crossref
Gregoriy Kaplan & Offer Rozenstein. (2021) Spaceborne Estimation of Leaf Area Index in Cotton, Tomato, and Wheat Using Sentinel-2. Land 10:5, pages 505.
Crossref
Crossref
Shezhou Luo, Weiwei Liu, Yaqian Zhang, Cheng Wang, Xiaohuan Xi, Sheng Nie, Dan Ma, Yi Lin & Guoqing Zhou. (2021) Maize and soybean heights estimation from unmanned aerial vehicle (UAV) LiDAR data. Computers and Electronics in Agriculture 182, pages 106005.
Crossref
Crossref
A Hardanto, Ardiansyah & A Mustofa. (2021) Crop stage classification using supervised algorithm based on UAV and Landsat 8 image. IOP Conference Series: Earth and Environmental Science 653:1, pages 012102.
Crossref
Crossref
Qi Sun, Quanjun Jiao, Liangyun Liu, Xinjie Liu, Xiaojin Qian, Xiao Zhang & Bing Zhang. (2021) Improving the Retrieval of Forest Canopy Chlorophyll Content From MERIS Dataset by Introducing the Vegetation Clumping Index. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 5515-5528.
Crossref
Crossref
Peiqing Lou, Bolin Fu, Hongchang He, Jianjun Chen, Tonghua Wu, Xingchen Lin, Lilong Liu, Donglin Fan & Tengfang Deng. (2021) An Effective Method for Canopy Chlorophyll Content Estimation of Marsh Vegetation Based on Multiscale Remote Sensing Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 5311-5325.
Crossref
Crossref
Naoum Tsolakis, Dimitrios Bechtsis, Giorgos Vasileiadis, Ioannis Menexes & Dionysis D. Bochtis. 2021. Information and Communication Technologies for Agriculture—Theme IV: Actions. Information and Communication Technologies for Agriculture—Theme IV: Actions
29
53
.
Jibo Yue, Haikuan Feng, Qingjiu Tian & Chengquan Zhou. (2020) A robust spectral angle index for remotely assessing soybean canopy chlorophyll content in different growing stages. Plant Methods 16:1.
Crossref
Crossref
Fernando Coelho Eugenio, Mara Grohs, Luan Peroni Venancio, Mateus Schuh, Eduardo Leonel Bottega, Régis Ruoso, Cristine Schons, Caroline Lorenci Mallmann, Tiago Luis Badin & Pablo Fernandes. (2020) Estimation of soybean yield from machine learning techniques and multispectral RPAS imagery. Remote Sensing Applications: Society and Environment 20, pages 100397.
Crossref
Crossref
Taylor Becker, Taylor S. Nelsen, Michelle Leinfelder-Miles & Mark E. Lundy. (2020) Differentiating between Nitrogen and Water Deficiency in Irrigated Maize Using a UAV-Based Multi-Spectral Camera. Agronomy 10:11, pages 1671.
Crossref
Crossref
Magali J. López-Calderón, Juan Estrada-Ávalos, Víctor M. Rodríguez-Moreno, Jorge E. Mauricio-Ruvalcaba, Aldo R. Martínez-Sifuentes, Gerardo Delgado-Ramírez & Enrique Miguel-Valle. (2020) Estimation of Total Nitrogen Content in Forage Maize (Zea mays L.) Using Spectral Indices: Analysis by Random Forest. Agriculture 10:10, pages 451.
Crossref
Crossref
Georgios D. Karatzinis, Savvas D. Apostolidis, Athanasios Ch. Kapoutsis, Liza Panagiotopoulou, Yiannis S. Boutalis & Elias B. Kosmatopoulos. (2020) Towards an Integrated Low-Cost Agricultural Monitoring System with Unmanned Aircraft System. Towards an Integrated Low-Cost Agricultural Monitoring System with Unmanned Aircraft System.
Yuanheng Sun, Qiming Qin, Huazhong Ren, Tianyuan Zhang & Shanshan Chen. (2020) Red-Edge Band Vegetation Indices for Leaf Area Index Estimation From Sentinel-2/MSI Imagery. IEEE Transactions on Geoscience and Remote Sensing 58:2, pages 826-840.
Crossref
Crossref
Sagi Levanon, Oshry Markovich, Itamar Gozlan, Ortal Bakhshian, Alon Zvirin, Yaron Honen & Ron Kimmel. 2020. Computer Vision – ECCV 2020 Workshops. Computer Vision – ECCV 2020 Workshops
279
295
.
Dimosthenis C. Tsouros, Stamatia Bibi & Panagiotis G. Sarigiannidis. (2019) A Review on UAV-Based Applications for Precision Agriculture. Information 10:11, pages 349.
Crossref
Crossref
Gaurav Singhal, Babankumar Bansod, Lini Mathew, Jonali Goswami, B.U. Choudhury & P.L.N. Raju. (2019) Chlorophyll estimation using multi-spectral unmanned aerial system based on machine learning techniques. Remote Sensing Applications: Society and Environment 15, pages 100235.
Crossref
Crossref
Gaurav Singhal, Babankumar Bansod, Lini Mathew, Jonali Goswami, B. U. Choudhury & P. L. N. Raju. (2019) Estimation of Leaf Chlorophyll Concentration in Turmeric (Curcuma longa) Using High-Resolution Unmanned Aerial Vehicle Imagery Based on Kernel Ridge Regression. Journal of the Indian Society of Remote Sensing 47:7, pages 1111-1122.
Crossref
Crossref
Jayme Barbedo. (2019) A Review on the Use of Unmanned Aerial Vehicles and Imaging Sensors for Monitoring and Assessing Plant Stresses. Drones 3:2, pages 40.
Crossref
Crossref
. 2019. Small-Format Aerial Photography and UAS Imagery. Small-Format Aerial Photography and UAS Imagery
353
372
.
James S. Aber, Irene Marzolff, Johannes B. Ries & Susan E.W. Aber. 2019. Small-Format Aerial Photography and UAS Imagery. Small-Format Aerial Photography and UAS Imagery
191
221
.