Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

Limiting the Collection of Ground Truth Data for Land Use and Land Cover Maps with Machine Learning Algorithms

Land use and land cover (LULC) classification maps help understand the state and trends of agricultural production and provide insights for applications in environmental monitoring. One of the major downfalls of the LULC technique is inherently linked to its need for ground truth data to cross-valid...

ver descrição completa

Detalhes bibliográficos
Principais autores:	Usman Ali, Travis J. Esau, Aitazaz A. Farooque, Qamar U. Zaman, Farhat Abbas, Mathieu F. Bilodeau
Formato:	Artigo
Idioma:	English
Publicado em:	MDPI AG 2022-06-01
coleção:	ISPRS International Journal of Geo-Information
Assuntos:	remote sensing indices machine learning ground truth data LULC mapping satellite imagery
Acesso em linha:	https://www.mdpi.com/2220-9964/11/6/333

Registros relacionados

Evaluation of Different Classification Algorithms for Land Use Land Cover Mapping
por: Kaifi Chomani, et al.
Publicado em: (2024-08-01)

Object-based approaches for land use-land cover classification using high resolution quick bird satellite imagery (a case study: Kerbela, Iraq)
por: Hussein Sabah Jaber, et al.
Publicado em: (2022-06-01)

Sen-2 LULC: Land use land cover dataset for deep learning approaches
por: Suraj Sawant, et al.
Publicado em: (2023-12-01)

A Framework of Filtering Rules over Ground Truth Samples to Achieve Higher Accuracy in Land Cover Maps
por: Mario Padial-Iglesias, et al.
Publicado em: (2021-07-01)

Development of a convolutional neural network to accurately detect land use and land cover
por: Carolina Acuña-Alonso, et al.
Publicado em: (2024-06-01)

The Dynamics Of Urbanizations And Concomitant Land Use Land Cover Transformations In Planned And Quasi-Planned Urban Settlements Of Pakistan
por: Haq M. Zaman, et al.
Publicado em: (2020-12-01)

Impact of land use/land cover changes on evapotranspiration and model accuracy using Google Earth engine and classification and regression tree modeling
por: Chaitanya B. Pande, et al.
Publicado em: (2024-12-01)

Mapping crop evapotranspiration with high-resolution imagery and meteorological data: insights into sustainable agriculture in Prince Edward Island
por: Fatima Imtiaz, et al.
Publicado em: (2023-10-01)

Comparison of Land Use Land Cover Classifiers Using Different Satellite Imagery and Machine Learning Techniques
por: Sana Basheer, et al.
Publicado em: (2022-10-01)

Estimation of Agricultural Dykelands Cultivated in Nova Scotia Using Land Property Boundaries and Crop Inventory
por: Mathieu F. Bilodeau, et al.
Publicado em: (2021-11-01)

Modeling Land Use/Land Cover Change in Berau Pantai Forests, Berau Regency, East Kalimantan Province
por: Andhi Trisnaputra, et al.
Publicado em: (2023-09-01)

Evaluating Anomaly Explanations Using Ground Truth
por: Liat Antwarg Friedman, et al.
Publicado em: (2024-11-01)

Analysis of Land Use/Land Cover Changes 2005–2020 Jagorawi Highway Corridor
por: Tiara Pratiwi Kusumah Wardani, et al.
Publicado em: (2025-01-01)

Assessing the impact of land use and land cover change on the Densu Delta wetland using Markov chain modeling and artificial neural networks
por: Cynthia Laar, et al.
Publicado em: (2024-12-01)

The Land-Use and Land-Cover Changes in the Este District, South Gondar Zone, Northwestern Ethiopia, in the Last Four Decades (the 1980s to 2020s)
por: Dilnessa Gashaye, et al.
Publicado em: (2023-08-01)

Knowledge Distillation Based on Fitting Ground-Truth Distribution of Images
por: Jianze Li, et al.
Publicado em: (2024-04-01)

Detecting, Analyzing, and Predicting Land Use/Land Cover (LULC) Changes in Arid Regions Using Landsat Images, CA-Markov Hybrid Model, and GIS Techniques
por: Salman A. H. Selmy, et al.
Publicado em: (2023-11-01)

Creating Truth Data to Quantify the Accuracy of Cloud Forecasts from Numerical Weather Prediction and Climate Models
por: Keith D. Hutchison, et al.
Publicado em: (2019-04-01)

Ground Truth Annotation, Analysis and Release of Data set of Radiographic Images of Bone Fractures
por: Dr Mohsin Jamil, et al.
Publicado em: (2020-06-01)

Quantitative Assessment of the Relationship between Land Use/Land Cover Changes and Wildfires in Southern Europe
por: Joana Parente, et al.
Publicado em: (2023-05-01)

Analysis and prediction of land use/land cover change in the Llanganates-Sangay Connectivity Corridor by 2030
por: Luis Jonathan Jaramillo Coronel, et al.
Publicado em: (2025-02-01)

Investigation of Effects of Land Use Land Cover Changes on Quantity and Quality of Groundwater in Qazvin Plain
por: P. Dehghan Rahimabadi, et al.
Publicado em: (2023-06-01)

Land Use-Land Cover Effects on Surface Flowing Water Quality: A Statistical Approach
por: F J Ogbozige, et al.
Publicado em: (2019-01-01)

Evaluating Registrations of Serial Sections With Distortions of the Ground Truths
por: Oleg Lobachev, et al.
Publicado em: (2021-01-01)

Dynamics of Land use and Land cover in the Belitung Island, Indonesia
por: Dina Oktavia, et al.
Publicado em: (2024-06-01)

Characterizing Spatiotemporal Patterns of Mangrove Forests in Can Gio Biosphere Reserve Using Sentinel-2 Imagery
por: Hoa T. Le, et al.
Publicado em: (2020-06-01)

Mapping Sub-Metre 3D Land-Sea Coral Reefscapes Using Superspectral WorldView-3 Satellite Stereoimagery
por: Antoine Collin, et al.
Publicado em: (2021-04-01)

Ground penetrating radar at work: A realistic perspective on utility surveying in the Netherlands through a comprehensive ground-truth dataset
por: Ramon B.A. ter Huurne, et al.
Publicado em: (2024-06-01)

Land cover clustering and classification of satellite images
por: Kharat Vaishnavi, et al.
Publicado em: (2023-01-01)

Land Use Land Cover Classification with U-Net: Advantages of Combining Sentinel-1 and Sentinel-2 Imagery
por: Jonathan V. Solórzano, et al.
Publicado em: (2021-09-01)

A Comprehensive Review of Land Use and Land Cover Change Based on Knowledge Graph and Bibliometric Analyses
por: Caixia Rong, et al.
Publicado em: (2023-08-01)

Impact Analysis of Land Use and Land Cover Change on Karez in Turpan Basin of China
por: Qian Li, et al.
Publicado em: (2023-04-01)

Development and use of a co-produced short mood survey to collect ground truth in digital footprints research
por: Nina Di Cara, et al.
Publicado em: (2024-06-01)

Land use and land cover change, and analysis of its drivers in Ojoje watershed, Southern Ethiopia
por: Mehari Mariye, et al.
Publicado em: (2022-04-01)

Hydrological Response of Dry Afromontane Forest to Changes in Land Use and Land Cover in Northern Ethiopia
por: Belay Manjur Gebru, et al.
Publicado em: (2019-08-01)

Determination of CORINE Land Cover/Land Use Classes Using Satellite Images with Different Spatial Resolution
por: Nursaç Serda KAYA, et al.
Publicado em: (2020-06-01)

Land Use and Land Cover Classification Meets Deep Learning: A Review
por: Shengyu Zhao, et al.
Publicado em: (2023-11-01)

Optimizing Crowdsourced Land Use and Land Cover Data Collection: A Two-Stage Approach
por: Elena Moltchanova, et al.
Publicado em: (2022-06-01)

Land-Use Land-Cover Change Detection Using Geospatial Techniques in Zalingei, Central Darfur, Sudan
por: Hussin Omer Ahmed, et al.
Publicado em: (2023-12-01)

Integrating Traditional Ecological Knowledge into Land Use and Land Cover Change Assessments, Pastoralist Communities in Northwest Inner Mongolia China
por: Siru A, et al.
Publicado em: (2024-11-01)