气候变化领域集成服务门户(CCPortal): CAS Landslide Dataset: A Large-Scale and Multisensor Dataset for Deep Learning-Based Landslide Detection

CCPortal

DOI	10.1038/s41597-023-02847-z
	CAS Landslide Dataset: A Large-Scale and Multisensor Dataset for Deep Learning-Based Landslide Detection
	Xu, Yulin; Ouyang, Chaojun; Xu, Qingsong; Wang, Dongpo; Zhao, Bo; Luo, Yutao
发表日期	2024
EISSN	2052-4463
起始页码	11
结束页码	1
卷号	11 期号:1
英文摘要	In this work, we present the CAS Landslide Dataset, a large-scale and multisensor dataset for deep learning-based landslide detection, developed by the Artificial Intelligence Group at the Institute of Mountain Hazards and Environment, Chinese Academy of Sciences (CAS). The dataset aims to address the challenges encountered in landslide recognition. With the increase in landslide occurrences due to climate change and earthquakes, there is a growing need for a precise and comprehensive dataset to support fast and efficient landslide recognition. In contrast to existing datasets with dataset size, coverage, sensor type and resolution limitations, the CAS Landslide Dataset comprises 20,865 images, integrating satellite and unmanned aerial vehicle data from nine regions. To ensure reliability and applicability, we establish a robust methodology to evaluate the dataset quality. We propose the use of the Landslide Dataset as a benchmark for the construction of landslide identification models and to facilitate the development of deep learning techniques. Researchers can leverage this dataset to obtain enhanced prediction, monitoring, and analysis capabilities, thereby advancing automated landslide detection.
语种	英语
WOS研究方向	Science & Technology - Other Topics
WOS类目	Multidisciplinary Sciences
WOS记录号	WOS:001135385400013
来源期刊	SCIENTIFIC DATA
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/292538
作者单位	Chinese Academy of Sciences; Institute of Mountain Hazards & Environment, CAS; Chengdu University of Technology; Technical University of Munich
推荐引用方式 GB/T 7714	Xu, Yulin,Ouyang, Chaojun,Xu, Qingsong,et al. CAS Landslide Dataset: A Large-Scale and Multisensor Dataset for Deep Learning-Based Landslide Detection[J],2024,11(1).
APA	Xu, Yulin,Ouyang, Chaojun,Xu, Qingsong,Wang, Dongpo,Zhao, Bo,&Luo, Yutao.(2024).CAS Landslide Dataset: A Large-Scale and Multisensor Dataset for Deep Learning-Based Landslide Detection.SCIENTIFIC DATA,11(1).
MLA	Xu, Yulin,et al."CAS Landslide Dataset: A Large-Scale and Multisensor Dataset for Deep Learning-Based Landslide Detection".SCIENTIFIC DATA 11.1(2024).