[HTML][HTML] Integrating remote sensing and geospatial big data for urban land use mapping: A review

J Yin, J Dong, NAS Hamm, Z Li, J Wang, H Xing… - International Journal of …, 2021 - Elsevier
Remote Sensing (RS) has been used in urban mapping for a long time; however, the
complexity and diversity of urban functional patterns are difficult to be captured by RS only …

Classifying urban land use by integrating remote sensing and social media data

X Liu, J He, Y Yao, J Zhang, H Liang… - International Journal …, 2017 - Taylor & Francis
Urban land use information plays an important role in urban management, government
policy-making, and population activity monitoring. However, the accurate classification of …

Mapping essential urban land use categories with open big data: Results for five metropolitan areas in the United States of America

B Chen, Y Tu, Y Song, DM Theobald, T Zhang… - ISPRS Journal of …, 2021 - Elsevier
Urban land-use maps outlining the distribution, pattern, and composition of various land use
types are critically important for urban planning, environmental management, disaster …

The combined use of remote sensing and social sensing data in fine-grained urban land use mapping: A case study in Beijing, China

Y Zhang, Q Li, H Huang, W Wu, X Du, H Wang - Remote Sensing, 2017 - mdpi.com
In light of the need for fine-grained, accurate, and timely urban land use information, a per-
field classification approach was proposed in this paper to automatically map fine-grained …

Urban land use and land cover classification using multisource remote sensing images and social media data

Y Shi, Z Qi, X Liu, N Niu, H Zhang - Remote Sensing, 2019 - mdpi.com
Land use and land cover (LULC) are diverse and complex in urban areas. Remotely sensed
images are commonly used for land cover classification but hardly identifies urban land use …

Global urban high-resolution land-use mapping: From benchmarks to multi-megacity applications

Y Zhong, B Yan, J Yi, R Yang, M Xu, Y Su… - Remote Sensing of …, 2023 - Elsevier
Timely and reliable land-use maps are of great importance in urban planning and
environmental monitoring. With the rich spatial structure information, very high resolution …

Spatial context-aware method for urban land use classification using street view images

F Fang, L Zeng, S Li, D Zheng, J Zhang, Y Liu… - ISPRS Journal of …, 2022 - Elsevier
Street view images (SVIs) have great potential for automatic land use classification. Previous
studies have paid little attention to the spatial context of SVIs and land parcels, leaving room …

Mapping urban land use by using landsat images and open social data

T Hu, J Yang, X Li, P Gong - Remote sensing, 2016 - mdpi.com
High-resolution urban land use maps have important applications in urban planning and
management, but the availability of these maps is low in countries such as China. To …

Comparison of machine-learning methods for urban land-use mapping in Hangzhou city, China

W Mao, D Lu, L Hou, X Liu, W Yue - Remote Sensing, 2020 - mdpi.com
Urban land-use information is important for urban land-resource planning and management.
However, current methods using traditional surveys cannot meet the demand for the rapid …

Urban land use land cover classification based on GF-6 satellite imagery and multi-feature optimization

X Wei, W Zhang, Z Zhang, H Huang… - Geocarto …, 2023 - Taylor & Francis
Urban land use/land cover (LULC) classification has long been a hotspot for remote sensing
applications. With high spatio-temporal resolution and multispectral, the recently launched …