Geographic map** with unsupervised multi-modal representation learning from VHR images and POIs

L Bai, W Huang, X Zhang, S Du, G Cong… - ISPRS Journal of …, 2023 - Elsevier
Most supervised geographic map** methods with very-high-resolution (VHR) images are
designed for a specific task, leading to high label-dependency and inadequate task …

[HTML][HTML] Integrating satellite and street-level images for local climate zone map**

R Cao, C Liao, Q Li, W Tu, R Zhu, N Luo, G Qiu… - International Journal of …, 2023 - Elsevier
Timely and accurate local climate zone (LCZ) classification maps are valuable for urban
climate studies. The integration of remote sensing and street-level images is promising to …

[HTML][HTML] Multi-modal fusion of satellite and street-view images for urban village classification based on a dual-branch deep neural network

B Chen, Q Feng, B Niu, F Yan, B Gao, J Yang… - International Journal of …, 2022 - Elsevier
With the rapid urbanization process in China, numerous urban villages have been
appeared, which are surrounded by the newly-built urban blocks. Due to the high population …

Comprehensive urban space representation with varying numbers of street-level images

Y Huang, F Zhang, Y Gao, W Tu, F Duarte… - … Environment and Urban …, 2023 - Elsevier
Street-level imagery has emerged as a valuable tool for observing large-scale urban spaces
with unprecedented detail. However, previous studies have been limited to analyzing …

The spatial pedigree in traditional villages under the perspective of urban regeneration—Taking 728 villages in Jiangnan region, China as cases

X Liu, Y Li, Y Wu, C Li - Land, 2022 - mdpi.com
In current urban regeneration, the conservation and reuse of traditional village space are
significant measures to activate urban-rural development. Traditional villages in the …

Multilevel spatial-channel feature fusion network for urban village classification by fusing satellite and streetview images

R Fan, J Li, F Li, W Han, L Wang - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Urban villages (UVs) refer to areas of urban informal settlements lagging behind the rapid
urbanization process. Recent studies focus on using satellite images to classify UV …

Fine-grained urban village extraction by mask transformer from high-resolution satellite images in pearl river delta

Z Chai, M Liu, Q Shi, Y Zhang, M Zuo… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Urban renewal has led to the proliferation of informal urban habitats, such as slums, shanty
towns, and urban villages (UVs). As an important component of urban renewal, UVs …