دورية أكاديمية
Color transform analysis for microscale image segmentation to study halftone model parameters
| العنوان: | Color transform analysis for microscale image segmentation to study halftone model parameters |
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| المؤلفون: | Rahaman G M Atiqur, Islam Md. Zahidul |
| المصدر: | Open Computer Science, Vol 6, Iss 1, Pp 148-167 (2016) |
| بيانات النشر: | De Gruyter |
| سنة النشر: | 2016 |
| المجموعة: | Directory of Open Access Journals: DOAJ Articles |
| مصطلحات موضوعية: | segmentation, color, color space, color prediction model, clustering, histogram, halftone, Electronic computers. Computer science, QA75.5-76.95 |
| الوصف: | This article presents a comprehensive study of 30 color transforms to accurately segment images of halftone prints and thus calculating the parameters of a color prediction model. The transforms are evaluated combining three metrics: the model accuracy,Otsu’s discriminant, and correlation coefficients of histograms. Hierarchical cluster analysis is applied to determine the thresholds to segment the image histogram into paper, ink and mixed area. Among the 30 different transforms discussed in this article, 21 channels are of 7 color space models (RGB, CMYK, CIELAB, HSV, YIQ, YCbCr, and XYZ) and the other 9 channels are specially designed. Notable increase in model accuracy validates the segmentation accuracy and the necessity of choosing the appropriate transform. A set of 180 halftone images of different print properties (such as paper, halftone, ink and printing technology) has been used for the evaluation. It is found that, the most appropriate transform depends on the type of primary ink, but the corresponding transforms in CMYK color space model have shown consistent performance. CMYK-C, XYZ-Y and LAB-B are the best transforms for Cyan, Magenta and Yellow ink color respectively. YIQ-I and HSV-S are good candidates if a single transform is to be chosen for all primary ink colors. |
| نوع الوثيقة: | article in journal/newspaper |
| اللغة: | English |
| تدمد: | 2299-1093 |
| العلاقة: | https://doi.org/10.1515/comp-2016-0013Test; https://doaj.org/toc/2299-1093Test; https://doaj.org/article/2b7cb3a6306a4183bf8acab3fbed6696Test |
| DOI: | 10.1515/comp-2016-0013 |
| الإتاحة: | https://doi.org/10.1515/comp-2016-0013Test https://doaj.org/article/2b7cb3a6306a4183bf8acab3fbed6696Test |
| رقم الانضمام: | edsbas.2C99AE13 |
| قاعدة البيانات: | BASE |
Full Text Finder | تدمد: | 22991093 |
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| DOI: | 10.1515/comp-2016-0013 |