View source for Publications:Estimating ink density from colour camera RGB values by the local kernel ridge regression

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{{PublicationSetupTemplate|Author=Antanas Verikas, Marija Bacauskiene
|PID=238549
|Name=Verikas, Antanas [av] (Högskolan i Halmstad [2804], Sektionen för Informationsvetenskap, Data– och Elektroteknik (IDE) [3905], Halmstad Embedded and Intelligent Systems Research (EIS) [3938]);Bacauskiene, Marija (Department of Applied Electronics, Kaunas University of Technology, Studentu 50, LT-51368 Kaunas, Lithuania)
|Title=Estimating ink density from colour camera RGB values by the local kernel ridge regression
|PublicationType=Journal Paper
|ContentType=Refereegranskat
|Language=eng
|Journal=Engineering applications of artificial intelligence
|JournalISSN=0952-1976
|Status=published
|Volume=21
|Issue=1
|HostPublication=
|Conference=
|StartPage=35
|EndPage=42
|Year=2008
|Edition=
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|Publisher=Elsevier
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|DOI=http://dx.doi.org/10.1016/j.engappai.2006.10.005
|ISI=000253038200004
|PMID=
|ScopusId=2-s2.0-36148983475
|NBN=urn:nbn:se:hh:diva-1331
|LocalId=2082/1710
|ArchiveNumber=
|Keywords=Ink density;Reflectance spectrum;PCA;Kernel ridge regression;Colour camera
|Categories=Teknik och teknologier (2)
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|Abstract=<p>We present an option for CCD colour camera based ink density measurements in newspaper printing. To solve the task, first, a reflectance spectrum is reconstructed from the CCD colour camera RGB values and then a well-known relation between ink density and the reflectance spectrum of a sample being measured is used to compute the density. To achieve an acceptable spectral reconstruction accuracy, the local kernel ridge regression is employed. The superiority of the local kernel ridge regression over the global regression and the popular ordinary polynomial regression is demonstrated by experimental comparisons. For a database consisting of 250 colour patches printed on newsprint by an ordinary offset printing press, the average spectrum reconstruction error of <img src="http://www.sciencedirect.com/cache/MiamiImageURL/B6V2M-4MGVJ1B-1-46/0?wchp=dGLzVzz-zSkzS" /> and the maximum error ΔE<sub>max</sub>=3.29 was obtained. Such an error proved to be low enough for achieving the average ink density measuring error lower than 0.01D.</p>
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|CreatedDate=2008-04-16
|PublicationDate=2008-04-16
|LastUpdated=2012-09-28
|diva=http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:238549}}
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