Deep learning-based change detection in remote sensing images: A review

A Shafique, G Cao, Z Khan, M Asad, M Aslam - Remote Sensing, 2022‏ - mdpi.com
Images gathered from different satellites are vastly available these days due to the fast
development of remote sensing (RS) technology. These images significantly enhance the …

A survey on deep learning-based change detection from high-resolution remote sensing images

H Jiang, M Peng, Y Zhong, H ** using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery
B Huang, B Zhao, Y Song - Remote Sensing of Environment, 2018‏ - Elsevier
Urban land-use map** is a significant yet challenging task in the field of remote sensing.
Although numerous classification methods have been developed for obtaining land-use …

Change detection in multisource VHR images via deep siamese convolutional multiple-layers recurrent neural network

H Chen, C Wu, B Du, L Zhang… - IEEE Transactions on …, 2019‏ - ieeexplore.ieee.org
With the rapid development of Earth observation technology, very-high-resolution (VHR)
images from various satellite sensors are more available, which greatly enrich the data …

Unsupervised deep slow feature analysis for change detection in multi-temporal remote sensing images

B Du, L Ru, C Wu, L Zhang - IEEE Transactions on Geoscience …, 2019‏ - ieeexplore.ieee.org
Change detection has been a hotspot in the remote sensing technology for a long time. With
the increasing availability of multi-temporal remote sensing images, numerous change …

[HTML][HTML] Fourier domain structural relationship analysis for unsupervised multimodal change detection

H Chen, N Yokoya, M Chini - ISPRS Journal of Photogrammetry and …, 2023‏ - Elsevier
Change detection on multimodal remote sensing images has become an increasingly
interesting and challenging topic in the remote sensing community, which can play an …

On creating benchmark dataset for aerial image interpretation: Reviews, guidances, and million-aid

Y Long, GS **a, S Li, W Yang, MY Yang… - IEEE Journal of …, 2021‏ - ieeexplore.ieee.org
The past years have witnessed great progress on remote sensing (RS) image interpretation
and its wide applications. With RS images becoming more accessible than ever before …