IEEE Transactions on Image Processing · 2005 · 381 citations · 11 references
ArtsVision ScienceComputer VisionDigital ImagingSensor FusionColor ImagingDigital Image ProcessingImage ProcessingImage QualityImage RestorationChannelsColor Filter ArraysImage DemosaicingMean Squared Error EstimationMinimum Mean Square Error EstimationOptimal Filtering
Digital cameras use a color filter array such as the Bayer pattern to sample scenes, and demosaicking these samples is essential for image quality. This paper proposes a new color demosaicking method that applies optimal directional filtering to the green‑red and green‑blue difference signals. The method assumes the primary difference signals are low‑pass, estimates missing green samples via directional LMMSE, fuses these estimates, and then reconstructs the red and blue channels from the filtered and fused difference signals guided by the full‑resolution green channel. Experiments demonstrate that the proposed technique achieves higher PSNR and better visual quality than existing demosaicking methods.
Digital cameras sample scenes using a color filter array of mosaic pattern (e.g., the Bayer pattern). The demosaicking of the color samples is critical to the image quality. This paper presents a new color demosaicking technique of optimal directional filtering of the green-red and green-blue difference signals. Under the assumption that the primary difference signals (PDS) between the green and red/blue channels are low pass, the missing green samples are adaptively estimated in both horizontal and vertical directions by the linear minimum mean square-error estimation (LMMSE) technique. These directional estimates are then optimally fused to further improve the green estimates. Finally, guided by the demosaicked full-resolution green channel, the other two color channels are reconstructed from the LMMSE filtered and fused PDS. The experimental results show that the presented color demosaicking technique outperforms the existing methods both in PSNR measure and visual perception.
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Demosaicing: image reconstruction from color CCD samples
Ron Kimmel · IEEE Transactions on Image Processing · 1999 · 471 citations
James E. Adams · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · 1995 · 208 citations