2012 · 10 citations · 5 references
Natural SciencesEnvironmental SciencesAir PollutionAtmospheric ScienceComputer VisionDigital Image ProcessingEnvironmental Data AnalysisEnvironmental SensingImage AnalysisOptical Character RecognitionPattern RecognitionData ReconstructionHeatmapsPollen Feature ExtractionPollen Image AnalysisTemplate Building
Extraction and analysis of environmental information is very important, since it strongly affects everyday life. Nowadays there are already many free services providing environmental information in several formats including multimedia (e.g. map images). Although such presentation formats might be very informative for humans, they complicate the automatic extraction and processing of the underlying data. A characteristic example is the air quality and pollen forecasts, which are usually encoded in image maps, while the initial (numerical) pollutant concentrations remain unavailable. This work proposes a framework for the semi-automatic extraction of such information based on a template configuration tool, on Optical Character Recognition (OCR) techniques and on methodologies for data reconstruction from images. The system is tested with a different air quality and pollen forecast heatmaps demonstrating promising results.
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Thomas C. Henderson, Trevor Linton · 2009 · 32 citations
A European open access chemical weather forecasting portal
Taru Balk, Jaakko Kukkonen, Kostas Karatzas et al. · Atmospheric Environment · 2010 · 28 citations · Full text