Particle Pollution Estimation Based on Image Analysis.

Exposure to fine particles can cause various diseases, and an easily accessible method to monitor the particles can help raise public awareness and reduce harmful exposures. Here we report a method to estimate PM air pollution based on analysis of a large number of outdoor images available for Beiji...

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Main Authors: Chenbin Liu, Francis Tsow, Yi Zou, Nongjian Tao
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4734658?pdf=render
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spelling doaj-d70b11a154804392a0fb4edc0429ae682020-11-25T01:28:20ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01112e014595510.1371/journal.pone.0145955Particle Pollution Estimation Based on Image Analysis.Chenbin LiuFrancis TsowYi ZouNongjian TaoExposure to fine particles can cause various diseases, and an easily accessible method to monitor the particles can help raise public awareness and reduce harmful exposures. Here we report a method to estimate PM air pollution based on analysis of a large number of outdoor images available for Beijing, Shanghai (China) and Phoenix (US). Six image features were extracted from the images, which were used, together with other relevant data, such as the position of the sun, date, time, geographic information and weather conditions, to predict PM2.5 index. The results demonstrate that the image analysis method provides good prediction of PM2.5 indexes, and different features have different significance levels in the prediction.http://europepmc.org/articles/PMC4734658?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Chenbin Liu
Francis Tsow
Yi Zou
Nongjian Tao
spellingShingle Chenbin Liu
Francis Tsow
Yi Zou
Nongjian Tao
Particle Pollution Estimation Based on Image Analysis.
PLoS ONE
author_facet Chenbin Liu
Francis Tsow
Yi Zou
Nongjian Tao
author_sort Chenbin Liu
title Particle Pollution Estimation Based on Image Analysis.
title_short Particle Pollution Estimation Based on Image Analysis.
title_full Particle Pollution Estimation Based on Image Analysis.
title_fullStr Particle Pollution Estimation Based on Image Analysis.
title_full_unstemmed Particle Pollution Estimation Based on Image Analysis.
title_sort particle pollution estimation based on image analysis.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description Exposure to fine particles can cause various diseases, and an easily accessible method to monitor the particles can help raise public awareness and reduce harmful exposures. Here we report a method to estimate PM air pollution based on analysis of a large number of outdoor images available for Beijing, Shanghai (China) and Phoenix (US). Six image features were extracted from the images, which were used, together with other relevant data, such as the position of the sun, date, time, geographic information and weather conditions, to predict PM2.5 index. The results demonstrate that the image analysis method provides good prediction of PM2.5 indexes, and different features have different significance levels in the prediction.
url http://europepmc.org/articles/PMC4734658?pdf=render
work_keys_str_mv AT chenbinliu particlepollutionestimationbasedonimageanalysis
AT francistsow particlepollutionestimationbasedonimageanalysis
AT yizou particlepollutionestimationbasedonimageanalysis
AT nongjiantao particlepollutionestimationbasedonimageanalysis
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