关于“remote sensing image change detection with transformers”(基于Transformer的遥感图像变化检测),我们可以从以下几个方面进行详细探讨: 1. 遥感图像变化检测的基本原理和方法 遥感图像变化检测是通过比较不同时间点的遥感图像,识别出地表覆盖或物理特性的变化。基本原理包括图像预处理(如去噪、增强)、特征提取(如边...
代表性创新成果 (1)Remote Sensing Image Change Detection with Transformers. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-14 (ESI高被引论文/热点论文) (2)A Spatial-Temporal Attention-based Method and A New Dataset for Remote Sensing Image Change Detection. Remote Sensing, 12(10): 1...
Modern change detection (CD) has achieved remarkable success by the powerful discriminative ability of deep convolutions. However, high-resolution remote sensing CD remains challenging due to the complexity of objects in the scene. Objects with the same semantic concept may show distinct spectral ...
The present invention discloses a remote sensing image change detection method based on multi-feature fusion, mainly to solve the existing change detection and change detection method missed more overall accuracy is not high. 其实现过程是:首先输入两时相遥感图像差值得到灰度差异图,计算灰度差异图的方差...
Remote sensing image change detection can analyze surface coverage change trends and evolution law of the land use/cover, disaster monitoring, forest vegetation change, urban expansion and layout, and many other fields play an important role in positively, has the urgent scientific applications demand...
基于差异图像的遥感图像变化检测新方法分析-analysis of new method of remote sensing image change detection based on difference image.docx,摘 要遥感图像变化检测是通过分析和提取同一地区不同时间获得的遥感图像之间 存在的电磁波谱特征差异或空间结构特征差异,来识
Efficient GAN-based remote sensing image change detection model under noise conditions is studied in this research work. Based on the multi-scale segmentation remote sensing change detection, this research work proposes an optimal method for the remote s
In order to monitor the change of land cover with remote sensing technology,the authors studied a method which is based on single- temporal remote sensing image in different years for extracting differences between the images and determining the change threshold automatically to extract the change are...
According to the remote-sensing image target change detection method, the remote-sensing images are divided into a plurality of 5*5 block matrixes to serve as processing units, the remote-sensing images are processed starting from a center point based on eight neighborhoods, the change areas or ...
Conclusion Remote sensing image change detection has high research value in many areas,but some of the limitations of change detection at the present time also need further research. The study of change detection needs creative thinking from the research hot spot and introducing deep learning and ...