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Demosaicing method and demosaicing equipment

A technique for demosaicing and mosaicing images, applied in the field of image processing, which can solve problems such as reducing sharpness differences, blurring, and reducing image details, so as to achieve the effect of reducing image artifacts and improving image quality

Pending Publication Date: 2022-05-13
SAMSUNG ELECTRONICS CO LTD
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  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Such problems are caused by, for example, averaging colored pixel values ​​across an edge when the colored pixel values ​​on either side of the edge differ greatly, and this averaging greatly reduces sharpness differences resulting in blurring
[0006] Most methods of demosaicing color filter array (CFA) images or mosaic images by linear interpolation can lead to artifacts such as reduced image detail, false colors, and aliasing
Because color channels in the current stage are restored using the color channels restored by the previous stage during multi-stage processing, errors may accumulate

Method used

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  • Demosaicing method and demosaicing equipment
  • Demosaicing method and demosaicing equipment
  • Demosaicing method and demosaicing equipment

Examples

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Embodiment Construction

[0031] Various example embodiments will be described more fully hereinafter with reference to the accompanying drawings, in which some example embodiments are shown. Like numbers refer to like elements throughout the drawings. Duplicate descriptions may be omitted.

[0032] figure 1 is a flowchart illustrating a deep learning-based demosaicing method according to an example embodiment.

[0033] refer to figure 1 , providing an artificial neural network configured to convert a mosaic image representable by pixels having color pixel values ​​corresponding to a plurality of colors into a plurality of color difference images corresponding to the plurality of colors (S100). That is, a mosaic image can be a digital image composed of pixels with colored pixel values ​​when rendered on a display, but the underlying mosaic image can be described more broadly as being representable by pixels with colored pixel values. According to the present disclosure, this relationship can be exp...

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Abstract

An artificial neural network is provided that is configured to convert a mosaic image that can be represented by pixels having color pixel values corresponding to a plurality of colors into a plurality of chromatic aberration images corresponding to the plurality of colors. A plurality of output color difference images corresponding to the plurality of colors are generated based on an input mosaic image that can be represented by pixels having color pixel values corresponding to the plurality of colors using an artificial neural network. A plurality of demosaiced color images corresponding to the plurality of colors are generated by summing an input mosaic image and each of the plurality of output color difference images pixel by pixel.

Description

[0001] Cross References to Related Applications [0002] This application claims priority to Korean Patent Application No. 10-2020-0138500 filed on October 23, 2020 at the Korean Intellectual Property Office (KIPO), the disclosure of which is hereby incorporated by reference in its entirety. technical field [0003] Example embodiments relate generally to image processing. More particularly, example embodiments relate to demosaicing methods and demosaicing apparatuses. Background technique [0004] Each pixel in an image sensor detects one color, and the other colors for each pixel can be obtained by interpolating the pixel values ​​of neighboring pixels. This color interpolation is called demosaicing. [0005] In general, demosaicing methods that reconstruct missing color pixel values ​​result in block noise, such as zipper effects, random color points, and the like. Also, there is a tradeoff between noise filtering and edge blurring. When interpolating pixel values ​​n...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T3/40G06T7/90G06N3/04G06N3/08
CPCG06T3/4015G06T3/4046G06T7/90G06N3/08G06T2207/10024G06T2207/20081G06T2207/20084G06N3/045G06T11/001
Inventor 朴素妍郑炳旭
Owner SAMSUNG ELECTRONICS CO LTD
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