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[HTML][HTML] Deep learning in multimodal remote sensing data fusion: A comprehensive review
With the extremely rapid advances in remote sensing (RS) technology, a great quantity of
Earth observation (EO) data featuring considerable and complicated heterogeneity are …
Earth observation (EO) data featuring considerable and complicated heterogeneity are …
Urban remote sensing with spatial big data: A review and renewed perspective of urban studies in recent decades
D Yu, C Fang - Remote Sensing, 2023 - mdpi.com
During the past decades, multiple remote sensing data sources, including nighttime light
images, high spatial resolution multispectral satellite images, unmanned drone images, and …
images, high spatial resolution multispectral satellite images, unmanned drone images, and …
[HTML][HTML] Land use and land cover map** in the era of big data
C Zhang, X Li - Land, 2022 - mdpi.com
We are currently living in the era of big data. The volume of collected or archived geospatial
data for land use and land cover (LULC) map** including remotely sensed satellite …
data for land use and land cover (LULC) map** including remotely sensed satellite …
[HTML][HTML] Building use and mixed-use classification with a transformer-based network fusing satellite images and geospatial textual information
Assigning detailed use categories to buildings is a challenging and relevant task in urban
land use classification with applications in urban planning, digital city modelling and …
land use classification with applications in urban planning, digital city modelling and …
Clarity or confusion: A review of computer vision street attributes in urban studies and planning
The acceleration of urban imagery data analysis, driven by computer vision (CV), has
created noteworthy opportunities for urban studies and planning. Data on street …
created noteworthy opportunities for urban studies and planning. Data on street …
[HTML][HTML] Urban informal settlements classification via a transformer-based spatial-temporal fusion network using multimodal remote sensing and time-series human …
Urban informal settlements (UIS) are high-density population areas with low urban
infrastructure standards. UIS classification, which automates identifying UIS, is of great …
infrastructure standards. UIS classification, which automates identifying UIS, is of great …
Dual contrastive network for few-shot remote sensing image scene classification
Few-shot remote sensing image scene classification (FS-RSISC) aims at classifying remote
sensing images with only a few labeled samples. The main challenges lie in small interclass …
sensing images with only a few labeled samples. The main challenges lie in small interclass …
Simulating mixed land-use change under multi-label concept by integrating a convolutional neural network and cellular automata: a case study of Huizhou, China
Cellular automata (CA) model is a useful tool for simulating spatiotemporal changes of land-
use evolution. However, previous CA models have usually ignored the inhomogeneous and …
use evolution. However, previous CA models have usually ignored the inhomogeneous and …
Identifying up-to-date urban land-use patterns with visual and semantic features based on multisource geospatial data
Y Guo, J Tang, H Liu, X Yang, M Deng - Sustainable Cities and Society, 2024 - Elsevier
The cognition of up-to-date urban land-use patterns has important guiding significance for
gras** the current status of urban development, promoting sustainable urban planning …
gras** the current status of urban development, promoting sustainable urban planning …
[HTML][HTML] Classifying land-use patterns by integrating time-series electricity data and high-spatial resolution remote sensing imagery
Accurate identification of urban land-use patterns is essential to rational optimization of
urban structure. By combining the external physical characteristics of city parcels obtained …
urban structure. By combining the external physical characteristics of city parcels obtained …