A Hybrid Demosaicking Algorithm for Area Scan Industrial Camera Based on Fuzzy Edge Strength and Residual Interpolation
| Autor: | Nianzeng Yuan, Zhao Zhe, Bangyong Sun |
|---|---|
| Rok vydání: | 2020 |
| Předmět: |
Demosaicing
Pixel Structural similarity Computer science 020208 electrical & electronic engineering ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION 02 engineering and technology Filter (signal processing) Iterative reconstruction Residual Computer Science Applications Control and Systems Engineering 0202 electrical engineering electronic engineering information engineering RGB color model Color filter array Electrical and Electronic Engineering Algorithm Information Systems Interpolation |
| Zdroj: | IEEE Transactions on Industrial Informatics. 16:4038-4048 |
| ISSN: | 1941-0050 1551-3203 |
| DOI: | 10.1109/tii.2019.2959069 |
| Popis: | Area scan cameras are widely used in industrial manufacturing for quality controlling, production monitoring, or defect inspection. The area scan cameras are normally integrated in a single sensor covered by the Bayer color filter array for RGB signal capturing, and the raw image with one channel for each pixel is obtained in one exposure. Therefore, it is significant to reconstruct the other two channels at each pixel which is called demosaicking. In this article, one hybrid demosaicking algorithm is proposed based on fuzzy edge strength and residual interpolation (RI) method. We first demosaic the G channel with one edge-directed filter and refine the high textured details by using fuzzy edge strength interpolation. Then, the RI is employed to calculate R and B channels, where G is used as the guide image for computing residuals. In the experiment, we evaluate our proposed method with nine prevalent interpolation-based algorithms on the IMAX and Kodak image datasets. The experimental results demonstrate that the proposed algorithm outperform the others by synthesizing the performance in peak signal-to-noise ratio, structural similarity, visual comparison, and computational time. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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