[期刊论文][Full-length article]


Clustering learning model of CCTV image pattern for producing road hazard meteorological information

作   者:
Jiwan Lee;Bonghee Hong;Sunghoon Jung;Victor Chang;

出版年:2018

页     码:1338 - 1350
出版社:Elsevier BV


摘   要:

A method for real-time estimation of weather, especially the amount of rainfall, by analyzing CCTV images, is much cheaper than one using the existing expensive weather observation equipment. In this paper, we propose a method to find an estimation model function whose input is CCTV images and output is the amount of rainfall. Using CCTV images, we propose an algorithm for selecting the number and size of the region of interest optimized for rainfall estimation, generating a data pattern graph showing a clear distinction from the number of regions of interest, clustering the pattern data graphs, and estimating the amount of rainfall. Experiments using real CCTV images show that the estimation accuracy is greater than 80%.



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所属期刊
Future Generation Computer Systems
ISSN: 0167-739X
来自:Elsevier BV