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Yashon O. Ouma, Amantle Keitsile, Boipuso Nkwae, Phillimon Odirile, Ditiro Moalafhi & Jiaguo Qi. (2023) Urban land-use classification using machine learning classifiers: comparative evaluation and post-classification multi-feature fusion approach. European Journal of Remote Sensing 56:1.
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Frane Gilić, Mateo Gašparović & Martina Baučić. (2023) Current state and challenges in producing large-scale land cover maps: review based on recent land cover products. Geocarto International 38:1.
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Nuno César de Sá, Mitra Baratchi, Vincent Buitenhuis, Perry Cornelissen & Peter M. van Bodegom. (2022) AutoML for estimating grass height from ETM+/OLI data from field measurements at a nature reserve. GIScience & Remote Sensing 59:1, pages 2164-2183.
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Hsiao-chien Shih, Douglas A. Stow, Kou-Chen Chang, Dar A. Roberts & Konstadinos G. Goulias. (2022) From land cover to land use: applying random forest classifier to Landsat imagery for urban land-use change mapping. Geocarto International 37:19, pages 5523-5546.
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Abhilash Gogineni & Madhusudana Rao Chintalacheruvu. (2023) Assessing temporal snow cover variation in the Sutlej river basin using google earth engine and machine learning models. Earth Science Informatics 17:1, pages 455-473.
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Zhewen Zhao, Fakhrul Islam, Liaqat Ali Waseem, Aqil Tariq, Muhammad Nawaz, Ijaz Ul Islam, Tehmina Bibi, Nazir Ur Rehman, Waqar Ahmad, Rana Waqar Aslam, Danish Raza & Wesam Atef Hatamleh. (2024) Comparison of Three Machine Learning Algorithms Using Google Earth Engine for Land Use Land Cover Classification. Rangeland Ecology & Management 92, pages 129-137.
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Md. Sharafat Chowdhury, Md. Naimur Rahman, Md. Sujon Sheikh, Md. Abu Sayeid, Khandakar Hasan Mahmud & Bibi Hafsa. (2024) GIS-based landslide susceptibility mapping using logistic regression, random forest and decision and regression tree models in Chattogram District, Bangladesh. Heliyon 10:1, pages e23424.
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Naser Ahmed, Jinhyung Lee, Dong Liu, Zihan Kan & Jinfei Wang. (2023) Identifying urban green space deserts by considering different walking distance thresholds for healthy and socially equitable city planning in the Global South. Urban Forestry & Urban Greening 89, pages 128123.
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D. Heri Y. Sulyantara, Mulia Inda Rahayu, Kurnia Ulfa, Andie Setiyoko, Orbita Roswintiarti, Sastra Kusuma Wijaya & Abdul Haris. (2023) Accuracy Assessment of Haze Removal of SPOT 6/7 Imagery using Haze Index Algorithm Based on Machine Learning Classification. Accuracy Assessment of Haze Removal of SPOT 6/7 Imagery using Haze Index Algorithm Based on Machine Learning Classification.
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René Tobar-Díaz, Yan Gao, Jean François Mas & Víctor Hugo Cambrón-Sandoval. (2023) Clasificación de uso y cobertura del suelo a través de algoritmos de aprendizaje automático: revisión bibliográfica. Revista de Teledetección:62, pages 1-19.
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Essam Hassan Hamza & Hany Abdel-Maksoud. (2023) Three-Dimensional Mapping and Change Detection Analysis Using Aerial Images for Unmanned Aerial Vehicles. Three-Dimensional Mapping and Change Detection Analysis Using Aerial Images for Unmanned Aerial Vehicles.
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Alex Praveen, C. Jeganathan & Saptarshi Mondal. (2023) Mapping Annual Cropping Pattern from Time-Series MODIS EVI Using Parameter-Tuned Random Forest Classifier. Journal of the Indian Society of Remote Sensing 51:5, pages 983-1000.
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Chaoqing Huang, Chao He, Qian Wu, MinhThu Nguyen & Song Hong. (2023) Classification of the Land Cover of a Megacity in ASEAN Using Two Band Combinations and Three Machine Learning Algorithms: A Case Study in Ho Chi Minh City. Sustainability 15:8, pages 6798.
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Mauro Francini, Carolina Salvo & Alessandro Vitale. (2023) Combining Deep Learning and Multi-Source GIS Methods to Analyze Urban and Greening Changes. Sensors 23:8, pages 3805.
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Vinoth Kumar Sampath & Nisha Radhakrishnan. (2022) A comparative study of LULC classifiers for analysing the cover management factor and support practice factor in RUSLE model. Earth Science Informatics 16:1, pages 733-751.
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Cengiz AVCI, Muhammed BUDAK, Nur YAĞMUR & Filiz BALÇIK. (2023) Comparison between random forest and support vector machine algorithms for LULC classification. International Journal of Engineering and Geosciences 8:1, pages 1-10.
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Ke Luo, Linlin Lu, Yanhua Xie, Fang Chen, Fang Yin & Qingting Li. (2023) Crop type mapping in the central part of the North China Plain using Sentinel-2 time series and machine learning. Computers and Electronics in Agriculture 205, pages 107577.
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Showmitra Kumar Sarkar, Md. Mustafa Saroar & Tanmoy Chakraborty. (2022) Cost of Ecosystem Service Value Due to Rohingya Refugee Influx in Bangladesh. Disaster Medicine and Public Health Preparedness 17.
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Emmanuel Fundisi, Solomon G. Tesfamichael & Fethi Ahmed. (2022) Remote sensing of savanna woody species diversity: A systematic review of data types and assessment methods. PLOS ONE 17:12, pages e0278529.
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Sabah S. Aljenaid, Ghadeer R. Kadhem, Manaf F. AlKhuzaei & Jobair B. Alam. (2022) Detecting and Assessing the Spatio-Temporal Land Use Land Cover Changes of Bahrain Island During 1986–2020 Using Remote Sensing and GIS. Earth Systems and Environment 6:4, pages 787-802.
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Laode Muhammad Golok Jaya, Rizal Adi Saputra & Sitti Hairani Idrus. (2022) Using Support Vector Machine To Identify Land Cover Change During Covid-19 Pandemic In Komodo National Park, Indonesia. GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY 15:3, pages 70-79.
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Ram C. Sharma. (2022) Countrywide Mapping of Plant Ecological Communities with 101 Legends including Land Cover Types for the First Time at 10 m Resolution through Convolutional Learning of Satellite Images. Applied Sciences 12:14, pages 7125.
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Saleh Yousefi, Somayeh Mirzaee, Hussein Almohamad, Ahmed Abdullah Al Dughairi, Christopher Gomez, Narges Siamian, Mona Alrasheedi & Hazem Ghassan Abdo. (2022) Image Classification and Land Cover Mapping Using Sentinel-2 Imagery: Optimization of SVM Parameters. Land 11:7, pages 993.
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Mahdi Sedighkia & Bithin Datta. (2022) Detecting land use changes using hybrid machine learning methods in the Australian tropical regions. GeoJournal 88:S1, pages 241-253.
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Muhammad Fahad Baqa, Linlin Lu, Fang Chen, Syed Nawaz-ul-Huda, Luyang Pan, Aqil Tariq, Salman Qureshi, Bin Li & Qingting Li. (2022) Characterizing Spatiotemporal Variations in the Urban Thermal Environment Related to Land Cover Changes in Karachi, Pakistan, from 2000 to 2020. Remote Sensing 14:9, pages 2164.
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David O. Yawson. (2022) Persistence and Spatio-Temporal Change Intensity Analysis of Woody Vegetation Cover in Barbados. International Journal of Applied Geospatial Research 13:1, pages 1-17.
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Sorour Esfandeh, Afshin Danehkar, Abdolrassoul Salmanmahiny, Seyed Mohammad Moein Sadeghi & Marina Viorela Marcu. (2021) Climate Change Risk of Urban Growth and Land Use/Land Cover Conversion: An In-Depth Review of the Recent Research in Iran. Sustainability 14:1, pages 338.
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Gagandeep Singh & Ashish Pandey. (2021) Evaluation of classification algorithms for land use land cover mapping in the snow-fed Alaknanda River Basin of the Northwest Himalayan Region. Applied Geomatics 13:4, pages 863-875.
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Ahmed Ali Bindajam, Javed Mallick, Swapan Talukdar, Abu Reza Md. Towfiqul Islam & Saeed Alqadhi. (2021) Integration of artificial intelligence–based LULC mapping and prediction for estimating ecosystem services for urban sustainability: past to future perspective. Arabian Journal of Geosciences 14:18.
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Dong-Ho Lee, Hyeon-Jin Kim & Jong-Hwa Park. (2021) UAV, a Farm Map, and Machine Learning Technology Convergence Classification Method of a Corn Cultivation Area. Agronomy 11:8, pages 1554.
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Swapan Talukdar, Sakshi Mankotia, Md Shamimuzzaman, Shahfahad & Susanta Mahato. 2021. Advances in Remote Sensing for Natural Resource Monitoring. Advances in Remote Sensing for Natural Resource Monitoring
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Saeed AlQadhi, Javed Mallick, Swapan Talukdar, Ahmed Ali Bindajam, Ahmed Ali A. Shohan & Shahfahad. (2021) Quantification of Urban Sprawl for Past-To-Future in Abha City, Saudi Arabia. Computer Modeling in Engineering & Sciences 129:2, pages 755-786.
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Liguo Weng, Ming Qian, Min Xia, Yiqing Xu & Chunzheng Li. (2020) Land use/land cover recognition in arid zone using A multi-dimensional multi-grained residual Forest☆. Computers & Geosciences 144, pages 104557.
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Linlin Lu, Qihao Weng, Da Xiao, Huadong Guo, Qingting Li & Wenhua Hui. (2020) Spatiotemporal Variation of Surface Urban Heat Islands in Relation to Land Cover Composition and Configuration: A Multi-Scale Case Study of Xi’an, China. Remote Sensing 12:17, pages 2713.
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Peiqing Lou, Bolin Fu, Hongchang He, Ying Li, Tingyuan Tang, Xingchen Lin, Donglin Fan & Ertao Gao. (2020) An Optimized Object-Based Random Forest Algorithm for Marsh Vegetation Mapping Using High-Spatial-Resolution GF-1 and ZY-3 Data. Remote Sensing 12:8, pages 1270.
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Swapan Talukdar, Pankaj Singha, Susanta Mahato, Shahfahad, Swades Pal, Yuei-An Liou & Atiqur Rahman. (2020) Land-Use Land-Cover Classification by Machine Learning Classifiers for Satellite Observations—A Review. Remote Sensing 12:7, pages 1135.
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