change detection methods. Although some researchers claim that AI-based change detection approaches outperform traditional change detection approaches, it is not immediately obvious how and to what extent AI can improve the performance of change detection. This review focuses on the state-of-the-art ...
change detection methods. Although some researchers claim that AI-based change detection approaches outperform traditional change detection approaches, it is not immediately obvious how and to what extent AI can improve the performance of change detection. This review focuses on the state-of-the-art ...
The review study showed that machine learning and deep learning techniques play an essential role in classification and change detection applications. The deep learning methods more effectively identify the changes in LU/LC (due to human activities and natural phenomena) than other traditional methods....
Deep learning for change detection in remote sensing images: comprehensive review and meta-analysis 摘要 深度学习(DL)算法被认为是过去几年遥感图像分析选择的方法。由于其有效的应用,还引入了深度学习,用于自动变更检测,取得了巨大的成功。本研究试图提供全面的审查和荟萃分析本次领域最近的进展情况。具体... ...
Change Detection Based on Artificial Intelligence: State-of-the-Art and Challenges 基于人工智能变化检测:最先进的和挑战 Abstract 基于遥感(RS)数据的变化检测是检测地球表面变化的重要方法,并且在城市规划,环境监测,农业调查,灾害评估和地图修订中具有广泛的应用。近年来,综合人工智能(AI)技术已成为开发新变... ...
Tropical cyclone disaster management using remote sensing and spatial analysis: A review Muhammad Al-Amin Hoque, ... Iraphne Childs, in International Journal of Disaster Risk Reduction, 2017 3.1.1.3 Others The hybrid change detection is another approach and is a combination of pre- and post-class...
Change Detection Techniques: A Review With its synoptic view and the repeatability, satellite remote sensing can provide timely, accurate and consistent information about earth's surface for cost-effective monitoring of environmental... Y Ban,O Yousif - Springer International Publishing 被引量: 245发表...
To this end, we present a comprehensive review of the state of the art of 3D change detection approaches, mainly those using 3D point clouds. We review standard methods and recent advances in the use of machine and deep learning for change detection. In addition, the paper presents a ...
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Review Article Digital change detection techniques using remotely-sensed data A variety of procedures for change detection based on comparison of multitemporal digital remote sensing data have been developed. An evaluation of results... A Singh - 《International Journal of Remote Sensing》 被引量: ...