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 …

[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 …

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 …

When Geoscience Meets Foundation Models: Toward a general geoscience artificial intelligence system

H Zhang, JJ Xu, HW Cui, L Li, Y Yang… - … and Remote Sensing …, 2024 - ieeexplore.ieee.org
Artificial intelligence (AI) has significantly advanced Earth sciences, yet its full potential in to
comprehensively modeling Earth's complex dynamics remains unrealized. Geoscience …

Changeminds: Multi-task framework for detecting and describing changes in remote sensing

Y Wang, W Yu, M Kopp, P Ghamisi - arxiv preprint arxiv:2410.10047, 2024 - arxiv.org
Recent advancements in Remote Sensing (RS) for Change Detection (CD) and Change
Captioning (CC) have seen substantial success by adopting deep learning techniques …

A multi-task network and two large scale datasets for change detection and captioning in remote sensing images

J Shi, M Zhang, Y Hou, R Zhi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Remote sensing change detection (RSCD) recognizes pixel-level change regions between
images, while remote sensing change captioning (RSCC) describes the nature and …

Enhancing perception of key changes in remote sensing image change captioning

C Yang, Z Li, H Jiao, Z Gao, L Zhang - arxiv preprint arxiv:2409.12612, 2024 - arxiv.org
Recently, while significant progress has been made in remote sensing image change
captioning, existing methods fail to filter out areas unrelated to actual changes, making …