Change detection of multisource remote sensing images: a review

W Jiang, Y Sun, L Lei, G Kuang, K Ji - International Journal of …, 2024 - Taylor & Francis
Change detection (CD) is essential in remote sensing (RS) for natural resource monitoring,
territorial planning, and disaster assessment. With the abundance of data collected by …

Change-agent: Towards interactive comprehensive remote sensing change interpretation and analysis

C Liu, K Chen, H Zhang, Z Qi, Z Zou… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Monitoring changes in the Earth's surface is crucial for understanding natural processes and
human impacts, necessitating precise and comprehensive interpretation methodologies …

[HTML][HTML] Deep learning change detection techniques for optical remote sensing imagery: Status, perspectives and challenges

D Peng, X Liu, Y Zhang, H Guan, Y Li… - International Journal of …, 2025 - Elsevier
Change detection (CD) aims to compare and analyze images of identical geographic areas
but different dates, whereby revealing spatio-temporal change patterns of Earth's surface …

Semantic-cc: Boosting remote sensing image change captioning via foundational knowledge and semantic guidance

Y Zhu, L Li, K Chen, C Liu, F Zhou… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Remote sensing image change captioning (RSICC) aims to articulate the changes in objects
of interest within bitemporal remote sensing images using natural language. Given the …

Time travelling pixels: Bitemporal features integration with foundation model for remote sensing image change detection

K Chen, C Liu, W Li, Z Liu, H Chen… - IGARSS 2024-2024 …, 2024 - ieeexplore.ieee.org
Change detection, a prominent research area in remote sensing, is pivotal in observing and
analyzing surface transformations. Despite significant advancements achieved through …

Harmony in diversity: Content cleansing change detection framework for very-high-resolution remote-sensing images

M Cheng, W He, Z Li, G Yang, H Zhang - ISPRS Journal of …, 2024 - Elsevier
Change detection, as a crucial task in the field of Earth observation, aims to identify changed
pixels between multi-temporal remote-sensing images captured at the same geographical …

Pixel-level change detection pseudo-label learning for remote sensing change captioning

C Liu, K Chen, Z Qi, Z Liu, H Zhang… - IGARSS 2024-2024 …, 2024 - ieeexplore.ieee.org
The existing Remote Sensing Image Change Captioning (RSICC) methods perform well in
simple scenes but exhibit poorer performance in complex scenes. This limitation is primarily …

Building change detection in earthquake: A multi-scale interaction network with offset calibration and a dataset

Y Liu, K Zhang, C Guan, S Zhang, H Li… - … on Geoscience and …, 2024 - ieeexplore.ieee.org
As one of the most destructive natural disasters, earthquakes have struck many countries
around the world in recent years, causing serious economic losses. Change detection (CD) …

Rscama: Remote sensing image change captioning with state space model

C Liu, K Chen, B Chen, H Zhang… - IEEE Geoscience and …, 2024 - ieeexplore.ieee.org
Remote sensing image change captioning (RSICC) aims to describe surface changes
between multitemporal remote sensing images in language, including the changed object …

Remote Sensing Temporal Vision-Language Models: A Comprehensive Survey

C Liu, J Zhang, K Chen, M Wang, Z Zou… - arxiv preprint arxiv …, 2024 - arxiv.org
Temporal image analysis in remote sensing has traditionally centered on change detection,
which identifies regions of change between images captured at different times. However …