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Determining the colorimetric attributes of multicolored materials based on a global correction and unsupervised image
Applied Optics
|November 22, 2018
Summary
Accurate color measurement in complex prints is difficult. This study presents a new image segmentation method for precise colorimetric attribute (L*a*b*) determination, achieving low color differences.
Area of Science:
- Color Science
- Computer Vision
- Image Processing
Background:
- Accurate color measurement of multicolored prints is challenging for commercial instruments and computer vision systems.
- Existing image segmentation methods struggle with the size and complexity of colored patterns in prints.
Purpose of the Study:
- To develop and evaluate an approach for determining colorimetric attributes (L*a*b*) of multicolored materials.
- To improve the accuracy of color measurement in complex printed patterns using computer vision.
Main Methods:
- A novel approach combining global color correction and unsupervised image segmentation was developed.
- A modified Chan-Vese method was employed for segmenting printed ColorChecker charts.
- Spectrophotometric measurements and image analysis were used to extract and transform sRGB to L*a*b* values, optimizing transformation models.
Main Results:
- The modified Chan-Vese method successfully segmented multicolored printed images.
- Optimized transformation models achieved low average color differences between measured and calculated L*a*b* values.
- Mean and maximum ΔE₀₀ color differences were reported as 2.43 and 4.28, respectively, indicating satisfactory accuracy.
Conclusions:
- The proposed method offers a viable solution for accurate colorimetric analysis of multicolored prints.
- Effective image segmentation is crucial for reliable color measurement in complex printed materials.
- The approach demonstrates potential for enhancing color quality control in the printing industry.
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