Change detection based on artificial intelligence: State-of-the-art and challenges

W Shi, M Zhang, R Zhang, S Chen, Z Zhan - Remote Sensing, 2020 - mdpi.com
Change detection based on remote sensing (RS) data is an important method of detecting
changes on the Earth's surface and has a wide range of applications in urban planning …

Spatiotemporal event detection: A review

M Yu, M Bambacus, G Cervone, K Clarke… - … Journal of Digital …, 2020 - Taylor & Francis
The advancements of sensing technologies, including remote sensing, in situ sensing,
social sensing, and health sensing, have tremendously improved our capability to observe …

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 …

Two-phase object-based deep learning for multi-temporal SAR image change detection

X Zhang, G Liu, C Zhang, PM Atkinson, X Tan, X Jian… - Remote Sensing, 2020 - mdpi.com
Change detection is one of the fundamental applications of synthetic aperture radar (SAR)
images. However, speckle noise presented in SAR images has a negative effect on change …

[PDF][PDF] 基于特征注意力融合元残差网络的小样本SAR 目标识别

刘旗, 刘永祥, 张新禹 - 电子学报, 2023 - ejournal.org.cn
深度学习方法在合成孔径雷达(Synthetic Aperture Radar, SAR) 目标识别方面表现良好,
但是这些深度模型往往需要大量训练数据来对模型参数进行优化, 否则经常会遇到严重的过拟合 …

Spatial fuzzy C-means clustering and deep belief network for change detection in synthetic aperture radar images

W Qi, L Wu, Z Guo, D Huang - IET International Radar …, 2020 - ieeexplore.ieee.org
In this study, spatial fuzzy c-means (SFCM) clustering and deep belief network (DBN)
method is presented for change detection in SAR images. There are three primary steps of …

[PDF][PDF] Two-Phase Object-Based Deep Learning for Multi

X Zhang, G Liu, C Zhang, PM Atkinson, X Tan, X Jian… - core.ac.uk
Change detection is one of the fundamental applications of synthetic aperture radar (SAR)
14 images. However, speckle noise presented in SAR images has a negative effect on …