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    • 1. 发明申请
    • REGION-BASED IMAGE DENOISING
    • 基于区域的图像识别
    • WO2007089668A2
    • 2007-08-09
    • PCT/US2007/002321
    • 2007-01-25
    • MICROSOFT CORPORATION
    • SZELISKI, Richard S.KANG, Sing BingLIU, CeZITNICK, Charles L.
    • G06T5/003G06T5/002G06T2207/20076
    • An "Image Denoiser" provides a probabilistic process for denoising color images by segmenting an input image into regions, estimating statistics within each region, and then estimating a clean (or denoised) image using a probabilistic model of image formation. In one embodiment, estimated blur between each region is used to reduce artificial sharpening of region boundaries resulting from denoising the input image. In further embodiments, the estimated blur is used for additional purposes, including sharpening edges between one or more regions, and selectively blurring or sharpening one or more specific regions of the image (i.e., "selective focus") while maintaining the original blurring between the various regions.
    • “图像去噪器”提供了通过将输入图像分割成区域来去除彩色图像的概率过程,估计每个区域内的统计量,然后使用图像形成的概率模型来估计干净(或去噪)图像。 在一个实施例中,使用每个区域之间的估计模糊来减少由于对输入图像的去噪而导致的区域边界的人造锐化。 在另外的实施例中,估计的模糊被用于额外的目的,包括在一个或多个区域之间锐化边缘,以及选择性地模糊或锐化图像的一个或多个特定区域(即,“选择性聚焦”),同时保持图像中的原始模糊 各地区。
    • 4. 发明申请
    • BAYESIAN DEMOSAICING USING A TWO-COLOR IMAGE
    • 使用双色图像进行BAYESIAN DEMOSAICING
    • WO2007089519A1
    • 2007-08-09
    • PCT/US2007/001982
    • 2007-01-25
    • MICROSOFT CORPORATION
    • BENNETT, Eric P.UYTTENDAELE, Matthew T.ZITNICK, Charles L.KANG, Sing BingSZELISKI, Richard S.
    • H04N9/04H04N9/64
    • H04N9/646H04N1/58H04N9/045
    • A Bayesian two-color image demosaicer and method for processing a digital color image to demosaic the image in such a way as to reduce image artifacts. The method and system are an improvement on and an enhancement to previous demosaicing techniques. A preliminary demosaicing pass is performed on the image to assign each pixel a fully specified RGB triple color value. The final color value of pixel in the processed image is restricted to be a linear combination of two colors. Fully-specified RGB triple color values for each pixel in an image used to find two clusters represented favored two colors. The amount of contribution from these favored two colors on the final color value then is determined. The method and system also can process multiple images to improve the demosaicing results. When using multiple images, sampling can be performed at a finer resolution, known as super resolution.
    • 一种贝叶斯双色图像拆分器和用于处理数字彩色图像以使图像去马赛克的方法,以减少图像伪像。 该方法和系统是对以前的去马赛克技术的改进和增强。 对图像执行初步去马赛克通行,为每个像素分配完全指定的RGB三色值。 处理图像中的像素的最终色值被限制为两种颜色的线性组合。 用于查找两个聚类的图像中每个像素的完全指定的RGB三色值代表有利于两种颜色。 然后确定这些有利的两种颜色对最终颜色值的贡献量。 该方法和系统还可以处理多个图像以改善去马赛克结果。 当使用多个图像时,可以以更精细的分辨率(称为超分辨率)进行采样。