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    • 5. 发明授权
    • Sequential product code quantization of digital color image
    • 数字彩色图像的顺序产品代码量化
    • US5544284A
    • 1996-08-06
    • US833529
    • 1992-02-11
    • Jan P. AllebachCharles A. BoumanThyagarajan Balasubramanian
    • Jan P. AllebachCharles A. BoumanThyagarajan Balasubramanian
    • G09G5/06G06T1/00G06T5/00H04N1/64G06F15/00
    • H04N1/644
    • A digital color image quantization mechanism employs sequential product code vector quantization, to sequentially extract chrominance and luminance values from the vectors and quantizes chrominance and luminance features based upon a conditional distribution of these features within partitioned regions of chrominance/luminance color space. The mechanism sequentially partitions a histogram of the original digital color image in luminance, chrominance (Y,Cb,Cr) space coordinates into a plurality of sub-regions or color space cells, such that each partitioned color cell is associated with a color of the output palette through which the color composition of a reproduced color image is defined. A splitting criterion determines the sequential order of partitioning of an axis. Because of the increased sensitivity of the human visual system to contouring artifacts in regions of an image to low spatial activity, the splitting criterion along the luminance axis is scaled or weighted in inverse proportion to the average spatial activity of the luminance-chrominance region subject to be split. A map of chrominance and luminance output codes is generated for the respective pixels of the output color image in accordance with the axial splitting or quantization of the chrominance and luminance components of the histogram.
    • 数字彩色图像量化机构采用顺序乘积码矢量量化,从色度和亮度色彩空间分割区域内的这些特征的条件分布,顺序地从矢量中提取色度和亮度值,并量化色度和亮度特征。 该机构将亮度,色度(Y,Cb,Cr)空间坐标中的原始数字彩色图像的直方图依次分割成多个子区域或色彩空间单元,使得每个分割的彩色单元与 输出调色板,通过该调色板定义再现的彩色图像的颜色组成。 分割标准确定轴的分割顺序。 由于人类视觉系统对图像区域中的伪像的敏感性增加到低空间活动,所以沿着亮度轴的分割准则被缩放或加权,与受到受限制的亮度色度区域的平均空间活动成反比 分裂 根据直方图的色度和亮度分量的轴向分割或量化,为输出彩色图像的各个像素生成色度和亮度输出代码的映射。
    • 6. 发明授权
    • Patch codes for color calibration job identification encoding
    • 彩色校准作业识别编码的补码
    • US06972867B1
    • 2005-12-06
    • US09710106
    • 2000-11-10
    • Dennis L. VenableThyagarajan Balasubramanian
    • Dennis L. VenableThyagarajan Balasubramanian
    • B41J29/46B41J2/525G01J3/52H04N1/23H04N1/60G06K15/00H04N1/46
    • H04N1/6033H04N2201/3269
    • A color calibration job identification system and method are provided, wherein the job identification data is encoded on a printed page, in a patch code, along with color targets, according to a protocol and format approximately identical to a format of the color targets. The patch code comprises a first portion, including a start code, and a second portion, including job identification data. The first portion of the patch code is comprised of two or more small color patches, each having a predefined color. The second portion of the patch code is comprised of two or more small color patches wherein each of the patches is comprised of a color selected from a plurality of colors, wherein each of the colors is indicative of a unique datum value, preferably an octal digit. The system provides a means for determining correct functioning of a printer and a means for determining an orientation of a printed page in a scanning device.
    • 提供了一种颜色校准作业识别系统和方法,其中根据与彩色目标的格式大致相同的协议和格式,将作业识别数据与打印页面,拼图代码以及颜色目标一起编码。 补丁码包括包括起始码的第一部分和包括作业识别数据的第二部分。 补丁代码的第一部分由两个或更多个小颜色补丁组成,每个都有一个预定义的颜色。 补丁代码的第二部分由两个或更多个小的色块组成,其中每个补丁由选自多种颜色的颜色组成,其中每种颜色表示唯一的基准值,优选地是八进制数 。 该系统提供用于确定打印机的正确功能的装置和用于确定扫描装置中的打印页面的方位的装置。
    • 7. 发明授权
    • Automatic detection of colorimetry of unknown CMYK images
    • 自动检测未知CMYK图像的比色法
    • US06819792B1
    • 2004-11-16
    • US09656623
    • 2000-09-07
    • Thyagarajan Balasubramanian
    • Thyagarajan Balasubramanian
    • G06K900
    • G06K9/4652G06T7/90
    • A method for the automatic detection of colorimetry of CMYK image files includes the calculation of differentiation metrics based on colorant relationships, saturation, and luminance. Summary statistics, such as the means and standard deviations of the differentiation metrics are used to describe a set of known image colorimetry classes. At least one classifying algorithm is used to assign a known colorimetry class to an image of unknown colorimetry. Preferably at least one of the classifying algorithms is a Bayesian Quadratic Classifier algorithm. Mahanalobis distances are used to find the most appropriate colorimetry class to assign to an image. A color image processor operative to automatically detect image colorimetry comprises a training image analyzer, a colorimetry detector and a class associator.
    • 用于自动检测CMYK图像文件的比色法的方法包括基于着色剂关系,饱和度和亮度的差分度量的计算。 汇总统计数据,例如差分度量的均值和标准偏差用于描述一组已知的图像比色法类别。 使用至少一种分类算法将已知的比色法类分配给未知比色法的图像。 优选地,分类算法中的至少一个是贝叶斯二次分类器算法。 Mahanalobis距离用于找到最适合的比例分类以分配给图像。 用于自动检测图像比色法的彩色图像处理器包括训练图像分析仪,比色检测器和分类关联器。
    • 9. 发明授权
    • Dynamic creation of color test patterns for improved color calibration
    • 动态创建颜色测试图案,以改进颜色校准
    • US06381037B1
    • 2002-04-30
    • US09340884
    • 1999-06-28
    • Thyagarajan BalasubramanianReiner EschbachPaul G. Roetling
    • Thyagarajan BalasubramanianReiner EschbachPaul G. Roetling
    • G03F308
    • H04N1/6033
    • A method for calibrating a printer includes printing a first set of color samples with the printer, reflecting at least a portion of the printer gamut. Each printed color sample in the set of samples is measured calorimetrically, to determine the printer's response thereto. The colorimetric response is compared with a predictive model of printer behavior for that portion of the printer gamut. In a portion of the printer gamut wherein the calorimetric response differs from predicted printer behavior, the printer generates a new set of color samples, for printing. The new set of color samples is secondarily measured to determine the printer's colorimetric response thereto; and using the initial measurements and the secondary measurements, a color calibration table is generated for use by the printer in converting device independent colors to device dependent colors.
    • 用于校准打印机的方法包括用打印机打印第一组颜色样本,反映打印机色域的至少一部分。 测量样品组中的每个印刷色样都是用量热测量的,以确定打印机对其的响应。 将比色响应与打印机色域部分的打印机行为的预测模型进行比较。 在打印机色域的其中热量响应与预测的打印机行为不同的部分中,打印机生成新的一组颜色样本用于打印。 二次测量新的一组颜色样品以确定打印机的比色响应; 并且使用初始测量和二次测量,生成颜色校准表以供打印机将设备独立颜色转换为与设备相关的颜色。
    • 10. 发明授权
    • Patch codes for color calibration job identification encoding
    • 彩色校准作业识别编码的补码
    • US07436549B2
    • 2008-10-14
    • US11247552
    • 2005-10-11
    • Dennis L. VenableThyagarajan Balasubramanian
    • Dennis L. VenableThyagarajan Balasubramanian
    • H04N1/46
    • H04N1/6033H04N2201/3269
    • A color calibration job identification system and method are provided, wherein the job identification data is encoded on a printed page, in a patch code, along with color targets, according to a protocol and format approximately identical to a format of the color targets. The patch code comprises a first portion, including a start code, and a second portion, including job identification data. The first portion of the patch code is comprised of two or more small color patches, each having a predefined color. The second portion of the patch code is comprised of two or more small color patches wherein each of the patches is comprised of a color selected from a plurality of colors, wherein each of the colors is indicative of a unique datum value, preferably an octal digit. The system provides a means for determining correct functioning of a printer and a means for determining an orientation of a printed page in a scanning device.
    • 提供了一种颜色校准作业识别系统和方法,其中根据与彩色目标的格式大致相同的协议和格式,将作业识别数据与打印页面,拼图代码以及颜色目标一起编码。 补丁码包括包括起始码的第一部分和包括作业识别数据的第二部分。 补丁代码的第一部分由两个或更多个小颜色补丁组成,每个都有一个预定义的颜色。 补丁代码的第二部分由两个或更多个小的色块组成,其中每个补丁由选自多种颜色的颜色组成,其中每种颜色表示唯一的基准值,优选地是八进制数 。 该系统提供用于确定打印机的正确功能的装置和用于确定扫描装置中的打印页面的方位的装置。