Land use/land cover in view of earth observation: data sources, input dimensions, and classifiers—a review of the state of the art
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Title
Land use/land cover in view of earth observation: data sources, input dimensions, and classifiers—a review of the state of the art
Authors
Keywords
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Journal
Geocarto International
Volume -, Issue -, Pages 1-32
Publisher
Informa UK Limited
Online
2019-06-10
DOI
10.1080/10106049.2019.1629647
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- (2018) Bo Huang et al. REMOTE SENSING OF ENVIRONMENT
- An experimental comparison of multi-resolution segmentation, SLIC and K-means clustering for object-based classification of VHR imagery
- (2018) T. Kavzoglu et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
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- (2018) Rahel Hamad et al. Sustainability
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- (2017) Ron Hagensieker et al. International Journal of Applied Earth Observation and Geoinformation
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- (2017) Tyler J. Lark et al. International Journal of Applied Earth Observation and Geoinformation
- Unsupervised change detection in VHR remote sensing imagery – an object-based clustering approach in a dynamic urban environment
- (2017) Tobias Leichtle et al. International Journal of Applied Earth Observation and Geoinformation
- The effect of fusing Sentinel-2 bands on land-cover classification
- (2017) Mateo Gašparović et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- Multi-source remotely sensed data fusion for improving land cover classification
- (2017) Bin Chen et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Change detection using landsat time series: A review of frequencies, preprocessing, algorithms, and applications
- (2017) Zhe Zhu ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Fusion of Sentinel-1A and Sentinel-2A data for land cover mapping: a case study in the lower Magdalena region, Colombia
- (2017) Nicola Clerici et al. Journal of Maps
- Landsat-5 Time Series Analysis for Land Use/Land Cover Change Detection Using NDVI and Semi-Supervised Classification Techniques
- (2017) Syeda Maria Zaidi et al. POLISH JOURNAL OF ENVIRONMENTAL STUDIES
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- Optical remotely sensed time series data for land cover classification: A review
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- Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010
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- (2016) Mohamed Barakat A. Gibril et al. Geocarto International
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- Regional land cover mapping in the humid tropics using combined optical and SAR satellite data—a case study from Central Sulawesi, Indonesia
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- Advances in Multi-Sensor Data Fusion: Algorithms and Applications
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