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    • 3. 发明申请
    • Context-aware image processing
    • 上下文感知图像处理
    • US20080008396A1
    • 2008-01-10
    • US11481346
    • 2006-07-04
    • Pavel KisilevSuk Hwan Lim
    • Pavel KisilevSuk Hwan Lim
    • G06K9/64G06K9/38
    • G06K9/40G06K9/4642G06T5/002G06T2207/20012G06T2207/20192
    • In one respect, provided are systems, methods and techniques in which local regions within an image are processed to provide fuzzy classification scores, which are calculated by determining changes in pixel values along a number of different directions. The resulting fuzzy classification scores are then used to detect or identify edge-containing or texture-containing regions, or to otherwise process the image regions differentially according to their fuzzy classification score. In another respect, provided are systems, methods and techniques for differential processing of different areas in an image. The differential processing in this case is based on calculated measures of local activity, which indicate features in corresponding local regions, and also based on calculated measures of local pixel-value variations, which indicate an amount of variation in pixel values across the corresponding local regions.
    • 在一方面,提供了一种系统,方法和技术,其中处理图像内的局部区域以提供模糊分类分数,其通过确定沿多个不同方向的像素值的变化来计算。 然后使用所得到的模糊分类分数来检测或识别含边缘或含纹理的区域,或者根据其模糊分类分数以不同方式处理图像区域。 在另一方面,提供了用于图像中不同区域的差分处理的系统,方法和技术。 在这种情况下的差分处理是基于计算的局部活动度量,其指示对应局部区域中的特征,并且还基于计算的局部像素值变化的度量,其指示跨越相应局部区域的像素值的变化量 。
    • 4. 发明授权
    • Context-aware image processing
    • 上下文感知图像处理
    • US08818109B2
    • 2014-08-26
    • US11481346
    • 2006-07-04
    • Pavel KisilevSuk Hwan Lim
    • Pavel KisilevSuk Hwan Lim
    • G06K9/64G06K9/40G06T5/00G06K9/46
    • G06K9/40G06K9/4642G06T5/002G06T2207/20012G06T2207/20192
    • In one respect, provided are systems, methods and techniques in which local regions within an image are processed to provide fuzzy classification scores, which are calculated by determining changes in pixel values along a number of different directions. The resulting fuzzy classification scores are then used to detect or identify edge-containing or texture-containing regions, or to otherwise process the image regions differentially according to their fuzzy classification score. In another respect, provided are systems, methods and techniques for differential processing of different areas in an image. The differential processing in this case is based on calculated measures of local activity, which indicate features in corresponding local regions, and also based on calculated measures of local pixel-value variations, which indicate an amount of variation in pixel values across the corresponding local regions.
    • 在一方面,提供了一种系统,方法和技术,其中处理图像内的局部区域以提供模糊分类分数,其通过确定沿多个不同方向的像素值的变化来计算。 然后使用所得到的模糊分类分数来检测或识别含边缘或含纹理的区域,或者根据其模糊分类分数以不同方式处理图像区域。 在另一方面,提供了用于图像中不同区域的差分处理的系统,方法和技术。 在这种情况下的差分处理是基于计算的局部活动度量,其指示相应局部区域中的特征,并且还基于计算的局部像素值变化的度量,其指示跨越相应局部区域的像素值的变化量 。
    • 7. 发明申请
    • Multi-scale robust sharpening and contrast enhancement
    • 多尺度鲁棒锐化和对比度增强
    • US20090034863A1
    • 2009-02-05
    • US11888395
    • 2007-07-31
    • Pavel KisilevSuk Hwan Lim
    • Pavel KisilevSuk Hwan Lim
    • G06K9/40
    • G06T5/20G06T5/004G06T2207/20016
    • Embodiments of the present invention employ robust filtering at each of a number of scales, or resolutions, within a signal, such as a still image or video sequence. In certain embodiments of the present invention, robust filtering comprises or includes a non-linear neighborhood operation at each scale in order to produce both a denoised, sharpened and contrast-enhanced signal and a correction signal at each scale. Correction signals and sharpened and contrast-enhanced signals are combined to produce a denoised, sharpened and contrast-enhanced output signal. Scale-appropriate enhancements at each scale or resolution, including denoising, sharpening and contrast enhancement, ameliorate artifacts introduced by re-enhancement, at a second scale or resolution, features previously enhanced at another scale or resolution and inhibit over enhancement.
    • 本发明的实施例在诸如静止图像或视频序列之类的信号中的多个尺度或分辨率的每一个处采用鲁棒滤波。 在本发明的某些实施例中,鲁棒滤波包括或包括每个尺度上的非线性邻域运算,以便产生去噪,锐化和对比度增强的信号以及每个比例的校正信号。 校正信号和锐化和对比度增强的信号被组合以产生去噪,锐化和对比度增强的输出信号。 在每个尺度或分辨率下进行尺度适应的增强,包括去噪,锐化和对比度增强,通过再次增强,第二尺度或分辨率引入的人为因素,以先前在另一个尺度或分辨率下增强的特征,并抑制过度增强。
    • 10. 发明申请
    • Unified spatial image processing
    • 统一空间图像处理
    • US20090034870A1
    • 2009-02-05
    • US11888572
    • 2007-07-31
    • Renato KeshetPavel KisilevMani FischerDoron ShakedBoris Oicherman
    • Renato KeshetPavel KisilevMani FischerDoron ShakedBoris Oicherman
    • G06K9/40
    • G06T5/001G06T2207/20016G06T2207/20028
    • Various embodiments of the present invention are directed to methods and systems for image processing that are unified in nature, carrying out many image-enhancement tasks together in a unified approach, rather than sequentially executing separately implemented, discrete image-enhancement tasks. In addition, the methods and systems of the present invention can apply image-enhancement to local, spatial regions of an image, rather than relying on global application of enhancement techniques that result in production of artifacts and distortions. In certain embodiments of the present invention, various different types of intermediate images are produced at each of a number of different scales from a received, input image. From these intermediate images, a photographic mask and temporary image are obtained, and the photographic mask and temporary image are then employed, along with a look-up table or function that receives values from the photographic mask and temporary image, to compute an enhanced, output image. In a described embodiment of the present invention, the intermediate images include low-pass, band-pass, photographic-mask, and temporary-image intermediate images computed at each of a number of different scales.
    • 本发明的各种实施例涉及用于图像处理的方法和系统,这些方法和系统本质上是统一的,以统一的方式一起执行许多图像增强任务,而不是顺序执行单独实现的离散图像增强任务。 此外,本发明的方法和系统可以将图像增强应用于图像的局部,空间区域,而不是依赖于导致产生伪像和失真的增强技术的全局应用。 在本发明的某些实施例中,在从接收的输入图像的多个不同尺度的每一个处产生各种不同类型的中间图像。 从这些中间图像,获得摄影掩模和临时图像,然后使用摄影掩模和临时图像,以及从摄影掩模和临时图像接收值的查找表或功能,以计算增强的, 输出图像。 在本发明的一个描述的实施例中,中间图像包括在多个不同尺度的每一个处计算的低通,带通,照相掩模和临时图像中间图像。