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GIScience & Remote Sensing Volume 57, 2020 - Issue 1
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Articles

Land cover and land use classification performance of machine learning algorithms in a boreal landscape using Sentinel-2 data

Abdulhakim Mohamed AbdiDepartment of Physical Geography and Ecosystem Science, Lund University, LundSE-223 62, SwedenCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-6486-8747
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Pages 1-20 | Received 08 Mar 2019, Accepted 27 Jul 2019, Published online: 22 Aug 2019

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Swades Pal, Satyajit Paul & Sandipta Debanshi. (2022) Identifying sensitivity of factor cluster based gully erosion susceptibility models. Environmental Science and Pollution Research 29:60, pages 90964-90983.
Crossref
Devanantham Abijith & Subbarayan Saravanan. (2021) Assessment of land use and land cover change detection and prediction using remote sensing and CA Markov in the northern coastal districts of Tamil Nadu, India. Environmental Science and Pollution Research 29:57, pages 86055-86067.
Crossref
Danjing Zhao, Linna Ji, Fengbao Yang & Xiaoxia Liu. (2022) A Possibility-Based Method for Urban Land Cover Classification Using Airborne Lidar Data. Remote Sensing 14:23, pages 5941.
Crossref
Gurwinder Singh, Ganesh Kumar Sethi & Sartajvir Singh. (2022) Quantitative and Qualitative Analysis of PCC-based Change detection methods over Agricultural land using Sentinel-2 Dataset. Quantitative and Qualitative Analysis of PCC-based Change detection methods over Agricultural land using Sentinel-2 Dataset.
Kamran Ali & Brian A. Johnson. (2022) Land-Use and Land-Cover Classification in Semi-Arid Areas from Medium-Resolution Remote-Sensing Imagery: A Deep Learning Approach. Sensors 22:22, pages 8750.
Crossref
Femke van Geffen, Birgit Heim, Frederic Brieger, Rongwei Geng, Iuliia A. Shevtsova, Luise Schulte, Simone M. Stuenzi, Nadine Bernhardt, Elena I. Troeva, Luidmila A. Pestryakova, Evgenii S. Zakharov, Bringfried Pflug, Ulrike Herzschuh & Stefan Kruse. (2022) SiDroForest: a comprehensive forest inventory of Siberian boreal forest investigations including drone-based point clouds, individually labeled trees, synthetically generated tree crowns, and Sentinel-2 labeled image patches. Earth System Science Data 14:11, pages 4967-4994.
Crossref
Chang Fu, Xiqiang Song, Yu Xie, Cai Wang, Jianbiao Luo, Ying Fang, Bing Cao & Zixuan Qiu. (2022) Research on the Spatiotemporal Evolution of Mangrove Forests in the Hainan Island from 1991 to 2021 Based on SVM and Res-UNet Algorithms. Remote Sensing 14:21, pages 5554.
Crossref
Benyamin Hosseiny, Abdulhakim M. Abdi & Sadegh Jamali. (2022) Urban land use and land cover classification with interpretable machine learning – A case study using Sentinel-2 and auxiliary data. Remote Sensing Applications: Society and Environment 28, pages 100843.
Crossref
A.R. Longmire, T. Poblete, J.R. Hunt, D. Chen & P.J. Zarco-Tejada. (2022) Assessment of crop traits retrieved from airborne hyperspectral and thermal remote sensing imagery to predict wheat grain protein content. ISPRS Journal of Photogrammetry and Remote Sensing 193, pages 284-298.
Crossref
Naik Nitesh Navnath, Kandasamy Chandrasekaran, Andrzej Stateczny, Venkatesan Meenakshi Sundaram & Prabhavathy Panneer. (2022) Spatiotemporal Assessment of Satellite Image Time Series for Land Cover Classification Using Deep Learning Techniques: A Case Study of Reunion Island, France. Remote Sensing 14:20, pages 5232.
Crossref
M Kalidhas & R Sivakumar. (2022) Image processing and Supervised Classification of LANDSAT data for Flood Impact Assessment on Land Use and Land Cover. Image processing and Supervised Classification of LANDSAT data for Flood Impact Assessment on Land Use and Land Cover.
Arman Issimov, Kaissar Kushaliyev, Nurzhan Abekeshev, Wassie Molla, Nurkuisa Rametov, Svetlana Bayantassova, Assylbek Zhanabayev, Assel Paritova, Malik Shalmenov, Altay Ussenbayev, Zhomart Kemeshov, Gulnara Baikadamova & Peter White. (2022) Risk factors associated with lumpy skin disease in cattle in West Kazakhstan. Preventive Veterinary Medicine 207, pages 105660.
Crossref
Yassine Himeur, Bhagawat Rimal, Abhishek Tiwary & Abbes Amira. (2022) Using artificial intelligence and data fusion for environmental monitoring: A review and future perspectives. Information Fusion 86-87, pages 44-75.
Crossref
Chuanrong Zhang & Xinba Li. (2022) Land Use and Land Cover Mapping in the Era of Big Data. Land 11:10, pages 1692.
Crossref
Uğur ERCAN. (2022) Havayolu Taşımacılığında Müşteri Memnuniyetinin Topluluk Öğrenmesi Yöntemleri ile BelirlenmesiDetermining Airline Customer Satisfaction with Ensemble Learning Methods. Alanya Akademik Bakış 6:3, pages 2763-2774.
Crossref
Andrzej Stateczny, Shanthi Mandekolu Bolugallu, Parameshachari Bidare Divakarachari, Kavithaa Ganesan & Jamuna Rani Muthu. (2022) Multiplicative Long Short-Term Memory with Improved Mayfly Optimization for LULC Classification. Remote Sensing 14:19, pages 4837.
Crossref
Khouloud Abida, Meriem Barbouchi, Khaoula Boudabbous, Wael Toukabri, Karem Saad, Habib Bousnina & Thouraya Sahli Chahed. (2022) Sentinel-2 Data for Land Use Mapping: Comparing Different Supervised Classifications in Semi-Arid Areas. Agriculture 12:9, pages 1429.
Crossref
Cuixia Wei, Bing Guo, Yewen Fan, Wenqian Zang & Jianwan Ji. (2022) The Change Pattern and Its Dominant Driving Factors of Wetlands in the Yellow River Delta Based on Sentinel-2 Images. Remote Sensing 14:17, pages 4388.
Crossref
Shoba Periasamy, Kokila Priya Ravi & Kevin Tansey. (2022) Identification of saline landscapes from an integrated SVM approach from a novel 3-D classification schema using Sentinel-1 dual-polarized SAR data. Remote Sensing of Environment 279, pages 113144.
Crossref
Lijun Wang, Jiayao Wang, Xiwang Zhang, Laigang Wang & Fen Qin. (2022) Deep segmentation and classification of complex crops using multi-feature satellite imagery. Computers and Electronics in Agriculture 200, pages 107249.
Crossref
Gezahegn Weldu Woldemariam, Degefie Tibebe, Tesfamariam Engida Mengesha & Tadele Bedo Gelete. (2021) Machine-learning algorithms for land use dynamics in Lake Haramaya Watershed, Ethiopia. Modeling Earth Systems and Environment 8:3, pages 3719-3736.
Crossref
Sucharita Pradhan, Anirban Dhar & Kamlesh Narayan Tiwari. (2022) On Quantification of Groundwater Dynamics Under Long-term Land Use Land Cover Transition. Water Resources Management 36:11, pages 4039-4055.
Crossref
Babak Ghassemi, Markus Immitzer, Clement Atzberger & Francesco Vuolo. (2022) Evaluation of Accuracy Enhancement in European-Wide Crop Type Mapping by Combining Optical and Microwave Time Series. Land 11:9, pages 1397.
Crossref
Xinmeng Cheng, Wendou Liu, Junhong Zhou, Zizhi Wang, Shuqiao Zhang & Shengxi Liao. (2022) Extraction of Mountain Grasslands in Yunnan, China, from Sentinel-2 Data during the Optimal Phenological Period Using Feature Optimization. Agronomy 12:8, pages 1948.
Crossref
Blessing Kavhu, Zama Eric Mashimbye & Linda Luvuno. (2022) Characterising social-ecological drivers of landuse/cover change in a complex transboundary basin using singular or ensemble machine learning. Remote Sensing Applications: Society and Environment 27, pages 100773.
Crossref
Pengliang Wei, Dengfeng Chai, Ran Huang, Dailiang Peng, Tao Lin, Jinming Sha, Weiwei Sun & Jingfeng Huang. (2022) Rice mapping based on Sentinel-1 images using the coupling of prior knowledge and deep semantic segmentation network: A case study in Northeast China from 2019 to 2021. International Journal of Applied Earth Observation and Geoinformation 112, pages 102948.
Crossref
Adeer Khan & Mehran Sudheer. (2022) Machine learning-based monitoring and modeling for spatio-temporal urban growth of Islamabad. The Egyptian Journal of Remote Sensing and Space Science 25:2, pages 541-550.
Crossref
Zhenzhen Liu, Ning Li, Lijun Wang, Jun Zhu & Fen Qin. (2022) A multi-angle comprehensive solution based on deep learning to extract cultivated land information from high-resolution remote sensing images. Ecological Indicators 141, pages 108961.
Crossref
Amir Rahmati, Mohammad Javad Valadan Zoej & Alireza Taheri Dehkordi. (2022) Early identification of crop types using Sentinel-2 satellite images and an incremental multi-feature ensemble method (Case study: Shahriar, Iran). Advances in Space Research 70:4, pages 907-922.
Crossref
Abderrahmane Aref Elbegue, Karim Allek & Hocine Zeghouane. (2022) Geological mapping using extreme gradient boosting and the deep neural networks: application to silet area, central Hoggar, Algeria. Acta Geophysica 70:4, pages 1581-1599.
Crossref
Bosiu E. Lefulebe, Adriaan Van der Walt & Sifiso Xulu. (2022) Fine-Scale Classification of Urban Land Use and Land Cover with PlanetScope Imagery and Machine Learning Strategies in the City of Cape Town, South Africa. Sustainability 14:15, pages 9139.
Crossref
Vahid Nasiri, Seyed Mohammad Moein Sadeghi, Fardin Moradi, Samaneh Afshari, Azade Deljouei, Verena C. Griess, Carmen Maftei & Stelian Alexandru Borz. (2022) The Influence of Data Density and Integration on Forest Canopy Cover Mapping Using Sentinel-1 and Sentinel-2 Time Series in Mediterranean Oak Forests. ISPRS International Journal of Geo-Information 11:8, pages 423.
Crossref
Ryuichi Takeshige, Masanori Onishi, Ryota Aoyagi, Yoshimi Sawada, Nobuo Imai, Robert Ong & Kanehiro Kitayama. (2022) Mapping the Spatial Distribution of Fern Thickets and Vine-Laden Forests in the Landscape of Bornean Logged-Over Tropical Secondary Rainforests. Remote Sensing 14:14, pages 3354.
Crossref
Vitor Alves da Silveira, Gustavo Vieira Veloso, Hígor Brandão de Paula, Alexandre Rosa dos Santos, Carlos Ernesto Gonçalves Reynaud Schaefer, Elpídio Inácio Fernandes-Filho & Marcio Rocha Francelino. (2022) Modeling and mapping of Inselberg habitats for environmental conservation in the Atlantic Forest and Caatinga domains, Brazil. Environmental Advances 8, pages 100209.
Crossref
Bolin Fu, Pingping Zuo, Man Liu, Guiwen Lan, Hongchang He, Zhinan Lao, Ya Zhang, Donglin Fan & Ertao Gao. (2022) Classifying vegetation communities karst wetland synergistic use of image fusion and object-based machine learning algorithm with Jilin-1 and UAV multispectral images. Ecological Indicators 140, pages 108989.
Crossref
S. Mohammad Mirmazloumi, Mohammad Kakooei, Farzane Mohseni, Arsalan Ghorbanian, Meisam Amani, Michele Crosetto & Oriol Monserrat. (2022) ELULC-10, a 10 m European Land Use and Land Cover Map Using Sentinel and Landsat Data in Google Earth Engine. Remote Sensing 14:13, pages 3041.
Crossref
Kang Zheng, Haiying Wang, Fen Qin & Zhigang Han. (2022) A Land Use Classification Model Based on Conditional Random Fields and Attention Mechanism Convolutional Networks. Remote Sensing 14:11, pages 2688.
Crossref
Usman Ali, Travis J. Esau, Aitazaz A. Farooque, Qamar U. Zaman, Farhat Abbas & Mathieu F. Bilodeau. (2022) Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms. ISPRS International Journal of Geo-Information 11:6, pages 333.
Crossref
Rita Beigaitė, Hui Tang, Anders Bryn, Olav Skarpaas, Frode Stordal, Jarle W. Bjerke & Indrė Žliobaitė. (2022) Identifying climate thresholds for dominant natural vegetation types at the global scale using machine learning: Average climate versus extremes. Global Change Biology 28:11, pages 3557-3579.
Crossref
Mahrus Irsyam, Indarto Indarto, Bayu Taruna Wijaya Putra & Siswoyo Soekarno. (2022) Land cover and vegetation mapping of tropical forest areas using a very high-resolution image in Central Borneo. IOP Conference Series: Earth and Environmental Science 1038:1, pages 012041.
Crossref
Siniša Drobnjak, Marko Stojanović, Dejan Djordjević, Saša Bakrač, Jasmina Jovanović & Aleksandar Djordjević. (2022) Testing a New Ensemble Vegetation Classification Method Based on Deep Learning and Machine Learning Methods Using Aerial Photogrammetric Images. Frontiers in Environmental Science 10.
Crossref
Juan Munizaga, Mariano García, Fernando Ureta, Vanessa Novoa, Octavio Rojas & Carolina Rojas. (2022) Mapping Coastal Wetlands Using Satellite Imagery and Machine Learning in a Highly Urbanized Landscape. Sustainability 14:9, pages 5700.
Crossref
Eunna Jang, Young Jun Kim, Jungho Im, Young-Gyu Park & Taejun Sung. (2022) Global sea surface salinity via the synergistic use of SMAP satellite and HYCOM data based on machine learning. Remote Sensing of Environment 273, pages 112980.
Crossref
Nurhussen Ahmed, Clement Atzberger & Worku Zewdie. (2022) The potential of modeling Prosopis Juliflora invasion using Sentinel-2 satellite data and environmental variables in the dryland ecosystem of Ethiopia. Ecological Informatics 68, pages 101545.
Crossref
Pankaj Prasad, Victor Joseph Loveson, Priyankar Chandra & Mahender Kotha. (2022) Evaluation and comparison of the earth observing sensors in land cover/land use studies using machine learning algorithms. Ecological Informatics 68, pages 101522.
Crossref
Karma Tempa & Komal Raj Aryal. (2022) Semi-automatic classification for rapid delineation of the geohazard-prone areas using Sentinel-2 satellite imagery. SN Applied Sciences 4:5.
Crossref
Sanskruti Patel, Nilay Ganatra & Rachana Patel. (2022) Multi-level Feature Extraction for Automated Land Cover Classification using Deep CNN with Long Short-Term Memory Network. Multi-level Feature Extraction for Automated Land Cover Classification using Deep CNN with Long Short-Term Memory Network.
Fatwa Ramdani, Riswan Septriayadi Sianturi, Muhammad Tanzil Furqon & Mahardeka Tri Ananta. (2022) Mapping riparian zone macro litter abundance using combination of optical and thermal sensor. Scientific Reports 12:1.
Crossref
Gianluca Filippa, Edoardo Cremonese, Marta Galvagno, Arthur Bayle, Philippe Choler, Mauro Bassignana, Anaïs Piccot, Laura Poggio, Ludovica Oddi, Simon Gascoin, Sergi Costafreda-Aumedes, Giovanni Argenti & Camilla Dibari. (2022) On the distribution and productivity of mountain grasslands in the Gran Paradiso National Park, NW Italy: A remote sensing approach. International Journal of Applied Earth Observation and Geoinformation 108, pages 102718.
Crossref
Ahmet Batuhan Polat, Ozgun Akcay & Fusun Balik Sanli. (2022) Monitoring seasonal effects in vegetation areas with Sentinel-1 SAR and Sentinel-2 optic satellite images. Arabian Journal of Geosciences 15:7.
Crossref
Kostadin Katrandzhiev, Kremena Gocheva & Svetla Bratanova-Doncheva. (2022) Whole System Data Integration for Condition Assessments of Climate Change Impacts: An Example in High-Mountain Ecosystems in Rila (Bulgaria). Diversity 14:4, pages 240.
Crossref
Mario Milicevic, Vedran Batos, Adriana Lipovac & Zeljka Car. (2022) Deep Regression Neural Networks for Proportion Judgment. Future Internet 14:4, pages 100.
Crossref
Jun Wang, Xiaomei Yang, Zhihua Wang, Hongbin Cheng, Junmei Kang, Hongtao Tang, Yan Li, Zongpan Bian & Zhuoli Bai. (2022) Consistency Analysis and Accuracy Assessment of Three Global Ten-Meter Land Cover Products in Rocky Desertification Region—A Case Study of Southwest China. ISPRS International Journal of Geo-Information 11:3, pages 202.
Crossref
Pir Mohammad, Ajanta Goswami, Sarthak Chauhan & Shailesh Nayak. (2022) Machine learning algorithm based prediction of land use land cover and land surface temperature changes to characterize the surface urban heat island phenomena over Ahmedabad city, India. Urban Climate 42, pages 101116.
Crossref
Abdelhafid El Alaoui El Fels & Mustapha El Ghorfi. (2022) Using remote sensing data for geological mapping in semi-arid environment: a machine learning approach. Earth Science Informatics 15:1, pages 485-496.
Crossref
Jagannath Aryal, Chiranjibi Sitaula & Sunil Aryal. (2022) NDVI Threshold-Based Urban Green Space Mapping from Sentinel-2A at the Local Governmental Area (LGA) Level of Victoria, Australia. Land 11:3, pages 351.
Crossref
Yanan Sun, Xianyue Li, Haibin Shi, Jiaqi Cui, Weigang Wang, Hongyu Ma & Ning Chen. (2022) Modeling salinized wasteland using remote sensing with the integration of decision tree and multiple validation approaches in Hetao irrigation district of China. CATENA 209, pages 105854.
Crossref
Swadhina Koley & Jeganathan Chockalingam. (2022) Sentinel 1 and Sentinel 2 for cropland mapping with special emphasis on the usability of textural and vegetation indices. Advances in Space Research 69:4, pages 1768-1785.
Crossref
Benjamin Yeboah Ofori, Eudosia Asomaniwa Obeng & Daniel Korley Attuquayefio. (2022) Urbanization influences small mammal composition, but not species richness in forest fragments in Accra, Ghana. Environmental Monitoring and Assessment 194:2.
Crossref
Yen-Ben Cheng, Hank Dickey, Yohannes T. Yimam, Brian Schmid, Bronwyn Paxton, Maarten Schreuder & Reed Tran. (2022) Land Surface Parameterization at Exposed Playa and Desert Region to Support Dust Emissions Estimates in Southern California, United States. Remote Sensing 14:3, pages 616.
Crossref
Fatwa Ramdani & Muhammad Tanzil Furqon. (2022) The simplicity of XGBoost algorithm versus the complexity of Random Forest, Support Vector Machine, and Neural Networks algorithms in urban forest classification. F1000Research 11, pages 1069.
Crossref
Benyamin Hosseiny, Masoud Mahdianpari, Brian Brisco, Fariba Mohammadimanesh & Bahram Salehi. (2022) WetNet: A Spatial–Temporal Ensemble Deep Learning Model for Wetland Classification Using Sentinel-1 and Sentinel-2. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-14.
Crossref
Umair Iqbal, Johan Barthelemy & Pascal Perez. 2022. Nanotechnology-Based Smart Remote Sensing Networks for Disaster Prevention. Nanotechnology-Based Smart Remote Sensing Networks for Disaster Prevention 281 301 .
Swades Pal & Satyajit Paul. 2022. Challenges of Disasters in Asia. Challenges of Disasters in Asia 163 185 .
Shiwani Bayas, Suraj Sawant, Ishwari Dhondge, Priyanka Kankal & Amit Joshi. 2022. Advanced Machine Intelligence and Signal Processing. Advanced Machine Intelligence and Signal Processing 761 777 .
G. P. Obi Reddy & Nirmal Kumar. 2022. Data Science in Agriculture and Natural Resource Management. Data Science in Agriculture and Natural Resource Management 3 30 .
Praveen Kalura, Ashish Pandey, V. M. Chowdary & P. V. Raju. 2022. Geospatial Technologies for Land and Water Resources Management. Geospatial Technologies for Land and Water Resources Management 53 65 .
Muhammed Yusuf ÖZTÜRK & İsmail ÇÖLKESEN. (2021) The impacts of vegetation indices from UAV-based RGB imagery on land cover classification using ensemble learning. Mersin Photogrammetry Journal 3:2, pages 41-47.
Crossref
Hongyan Yin, Yuanman Hu, Miao Liu, Chunlin Li & Yu Chang. (2021) Evolutions of 30-Year Spatio-Temporal Distribution and Influencing Factors of Suaeda salsa in Bohai Bay, China. Remote Sensing 14:1, pages 138.
Crossref
James Magidi, Barbara van Koppen, Luxon Nhamo, Sylvester Mpandeli, Rob Slotow & Tafadzwanashe Mabhaudhi. (2021) Informing Equitable Water and Food Policies through Accurate Spatial Information on Irrigated Areas in Smallholder Farming Systems. Water 13:24, pages 3627.
Crossref
Blessing Kavhu, Zama Eric Mashimbye & Linda Luvuno. (2021) Climate-Based Regionalization and Inclusion of Spectral Indices for Enhancing Transboundary Land-Use/Cover Classification Using Deep Learning and Machine Learning. Remote Sensing 13:24, pages 5054.
Crossref
Renata Pelc-Mieczkowska. (2021) The Application of Sentinel-2 Data for Automatic Forest Cover Changes Assessment – Białowieża Primeval Forest Case Study. Civil and Environmental Engineering Reports 31:4, pages 148-166.
Crossref
Nurhussen Ahmed, Clement Atzberger & Worku Zewdie. (2021) Species Distribution Modelling performance and its implication for Sentinel-2-based prediction of invasive Prosopis juliflora in lower Awash River basin, Ethiopia. Ecological Processes 10:1.
Crossref
Bishal Roy. (2021) A machine learning approach to monitoring and forecasting spatio-temporal dynamics of land cover in Cox's Bazar district, Bangladesh from 2001 to 2019. Environmental Challenges 5, pages 100237.
Crossref
Yvonne Yeboah Adusei, Jonathan Quaye-Ballard, Albert Amatey Adjaottor & Alex Appiah Mensah. (2021) Spatial prediction and mapping of water quality of Owabi reservoir from satellite imageries and machine learning models. The Egyptian Journal of Remote Sensing and Space Science 24:3, pages 825-833.
Crossref
Xiang Liu, Julian Frey, Martin Denter, Katarzyna Zielewska-Büttner, Nicole Still & Barbara Koch. (2021) Mapping standing dead trees in temperate montane forests using a pixel- and object-based image fusion method and stereo WorldView-3 imagery. Ecological Indicators 133, pages 108438.
Crossref
Izrahayu Che Hashim, Abdul Rashid Mohamed Shariff, Siti Khairunniza Bejo, Farrah Melissa Muharam & Khairulmazmi Ahmad. (2021) Classification of Non-Infected and Infected with Basal Stem Rot Disease Using Thermal Images and Imbalanced Data Approach. Agronomy 11:12, pages 2373.
Crossref
Itiya Aneece & Prasad S. Thenkabail. (2021) Classifying Crop Types Using Two Generations of Hyperspectral Sensors (Hyperion and DESIS) with Machine Learning on the Cloud. Remote Sensing 13:22, pages 4704.
Crossref
Hamid Ebrahimy, Amin Naboureh, Bakhtiar Feizizadeh, Jagannath Aryal & Omid Ghorbanzadeh. (2021) Integration of Sentinel-1 and Sentinel-2 Data with the G-SMOTE Technique for Boosting Land Cover Classification Accuracy. Applied Sciences 11:21, pages 10309.
Crossref
Hamid Jafarzadeh, Masoud Mahdianpari, Eric Gill, Fariba Mohammadimanesh & Saeid Homayouni. (2021) Bagging and Boosting Ensemble Classifiers for Classification of Multispectral, Hyperspectral and PolSAR Data: A Comparative Evaluation. Remote Sensing 13:21, pages 4405.
Crossref
Rafael Felix, Boris Repasky, Samuel Hodge, Reza Zolfaghari, Ehsan Abbasnejad & Jamie Sherrah. (2021) Cross-Modal Visual Question Answering for Remote Sensing Data: The International Conference on Digital Image Computing: Techniques and Applications (DICTA 2021). Cross-Modal Visual Question Answering for Remote Sensing Data: The International Conference on Digital Image Computing: Techniques and Applications (DICTA 2021).
Giara Iman Nanda, Pronika Kricella, Rizatus Shofiyati & Kustiyo. (2021) Utilization of Sentinel-1 and Sentinel-2 Time-Series Data for Mapping Paddy Fields Changes in Klaten Regency, Indonesia. Utilization of Sentinel-1 and Sentinel-2 Time-Series Data for Mapping Paddy Fields Changes in Klaten Regency, Indonesia.
Franciele Marques Tolentino & Maria de Lourdes Bueno Trindade Galo. (2021) Selecting features for LULC simultaneous classification of ambiguous classes by artificial neural network. Remote Sensing Applications: Society and Environment 24, pages 100616.
Crossref
Umair Iqbal, Pascal Perez & Johan Barthelemy. (2021) A process-driven and need-oriented framework for review of technological contributions to disaster management. Heliyon 7:11, pages e08405.
Crossref
Timea Ignat, Natalie De Falco, Reut Berger-Tal, Shimon Rachmilevitch & Arnon Karnieli. (2021) A novel approach for long-term spectral monitoring of desert shrubs affected by an oil spill. Environmental Pollution 289, pages 117788.
Crossref
Yoojin Kang, Hyunyoung Choi, Jungho Im, Seohui Park, Minso Shin, Chang-Keun Song & Sangmin Kim. (2021) Estimation of surface-level NO2 and O3 concentrations using TROPOMI data and machine learning over East Asia. Environmental Pollution 288, pages 117711.
Crossref
Cláudia M. Viana, Maurício Santos, Dulce Freire, Patrícia Abrantes & Jorge Rocha. (2021) Evaluation of the factors explaining the use of agricultural land: A machine learning and model-agnostic approach. Ecological Indicators 131, pages 108200.
Crossref
Swades Pal & Satyajit Paul. (2021) Linking hydrological security and landscape insecurity in the moribund deltaic wetland of India using tree-based hybrid ensemble method in python. Ecological Informatics 65, pages 101422.
Crossref
Gurwinder Singh, Ganesh Kumar Sethi & Sartajvir Singh. (2021) Survey on Machine Learning and Deep Learning Techniques for Agriculture Land. SN Computer Science 2:6.
Crossref
Jun Yu, Shizhou Du, Zhenghua Xin, Linsheng Huang & Jinling Zhao. (2021) Application of a convolutional neural network to land use classification based on GF-2 remote sensing imagery. Arabian Journal of Geosciences 14:21.
Crossref
Zhenjiang Wu, Jiahua Zhang, Fan Deng, Sha Zhang, Da Zhang, Lan Xun, Mengfei Ji & Qian Feng. (2021) Superpixel-Based Regional-Scale Grassland Community Classification Using Genetic Programming with Sentinel-1 SAR and Sentinel-2 Multispectral Images. Remote Sensing 13:20, pages 4067.
Crossref
Kazunosuke Ikeno, Tomohiro Fukuda & Nobuyoshi Yabuki. (2021) An enhanced 3D model and generative adversarial network for automated generation of horizontal building mask images and cloudless aerial photographs. Advanced Engineering Informatics 50, pages 101380.
Crossref
Mohamed Ouarani, Mohammed Bahir, David J. Mulla, Driss Ouazar, Abdelghani Chehbouni & Driss Dhiba. (2021) Groundwater quality deterioration and recharge modes in a semi-arid coastal aquifer: Essaouira Aquifer case study (Morocco). Arabian Journal of Geosciences 14:19.
Crossref
Muhammad Usman Qadeer, Salar Saeed, Murtaza Taj & Abubakr Muhammad. (2021) Spatio-Temporal Crop Classification On Volumetric Data. Spatio-Temporal Crop Classification On Volumetric Data.
Vineet Chaturvedi & Walter T. de Vries. (2021) Machine Learning Algorithms for Urban Land Use Planning: A Review. Urban Science 5:3, pages 68.
Crossref

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