[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 …

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 …

Cross-Temporal Knowledge Injection with Color Distribution Normalization for Remote Sensing Change Detection

W Zheng, J Yang, J Chen, J He, P Li… - IEEE Journal of …, 2025 - ieeexplore.ieee.org
Remote sensing change detection plays a critical role in monitoring and identifying
alterations on the Earth's surface by comparing images captured at various time intervals …

Change Captioning in Remote Sensing: Evolution to SAT-Cap--A Single-Stage Transformer Approach

Y Wang, W Yu, P Ghamisi - arxiv preprint arxiv:2501.08114, 2025 - arxiv.org
Change captioning has become essential for accurately describing changes in multi-
temporal remote sensing data, providing an intuitive way to monitor Earth's dynamics …