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CN100483483C - Method for building LCD colors characterizing segment and space division model - Google Patents

Method for building LCD colors characterizing segment and space division model Download PDF

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CN100483483C
CN100483483C CNB2007100683501A CN200710068350A CN100483483C CN 100483483 C CN100483483 C CN 100483483C CN B2007100683501 A CNB2007100683501 A CN B2007100683501A CN 200710068350 A CN200710068350 A CN 200710068350A CN 100483483 C CN100483483 C CN 100483483C
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徐海松
张显斗
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Zhejiang University ZJU
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Abstract

本发明公开了一种构建液晶显示器颜色特征化分段分空间模型的方法,该模型根据显示器不同驱动值下的色品特性和通道间干扰特性将显示器的驱动值空间分为三类子空间,根据这三类子空间的不同特性分别对显示器进行颜色特征化。通过空间的划分,有效的减弱了色品不恒定和通道不独立对颜色特征化精度的影响。本发明还设计了相应的训练样本,特意选取分界点上的值作为分段分空间模型的训练样本,分界点上的训练样本用于和它相邻的两个分段函数或子空间中函数系数的拟合,这样既高效地利用了训练样本,同时又增加了分界点处三刺激值的连续性。分段分空间模型在训练样本数不多的情况下取得了较高的颜色预测精度。

The invention discloses a method for constructing a color characterization segmented space model of a liquid crystal display. The model divides the display drive value space into three types of subspaces according to the chromaticity characteristics and inter-channel interference characteristics of the display under different drive values. According to the different characteristics of these three types of subspaces, the color characteristics of the display are respectively carried out. Through the division of space, the influence of chromaticity inconsistency and channel independence on the accuracy of color characterization is effectively weakened. The present invention also designs corresponding training samples, and deliberately selects the value on the boundary point as the training sample of the segmented space model, and the training sample on the boundary point is used for two adjacent segmental functions or functions in the subspace. Coefficient fitting, which not only efficiently utilizes the training samples, but also increases the continuity of the tristimulus values at the cutoff point. The piecewise-spatial model achieves high color prediction accuracy with a small number of training samples.

Description

一种构建液晶显示器颜色特征化分段分空间模型的方法 A Method for Constructing a Segmented and Segmented Space Model of Liquid Crystal Display Color Characterization

技术领域 technical field

本发明涉及现代数字图像颜色管理系统中的显示设备,尤其是指一种构建液晶显示器颜色特征化分段分空间模型的方法。The invention relates to a display device in a modern digital image color management system, in particular to a method for constructing a liquid crystal display color characterization segmented and spaced model.

背景技术 Background technique

随着计算机和多媒体技术的发展,扫描仪、数码相机、显示器和彩色打印机等数字图像设备在工业生产和日常生活中得到了广泛应用,但人们在享受数字图像设备带来好处的同时,也受到了不同设备间颜色传输时失真的困扰。以彩色电子印前系统(CEPS,Color Electronic Prepress Systems)为代表的传统颜色管理系统采用闭环方式对颜色进行管理,随着颜色管理的开放式和网络化,这种颜色管理系统越来越不能满足需要。为了解决不同数字图像设备传输颜色不一致的问题,1993年由Adobe、Agfa、Apple、Kodak、FOGRA、Microsoft、Silicon Graphics、Sun Microsystem及Taliget等公司发起并成立了国际颜色协会(ICC,International Color Consortium),它为现代颜色管理系统规定了一个国际标准。该标准的颜色传输流程如图1所示,首先生成不同数字图像设备的颜色特征化文件,然后再通过颜色管理模块(CMM,Color Management Module)调用这些颜色特征化文件实现设备间的颜色传输,其中设备的颜色特征化文件实质上就是建立设备驱动值和设备无关颜色空间即设备特征描述文件链接空间(CIEXYZ或CIELAB)的对应关系。With the development of computer and multimedia technology, digital image devices such as scanners, digital cameras, monitors and color printers have been widely used in industrial production and daily life, but people are also affected by the benefits of digital image devices. It solves the problem of distortion when color transmission between different devices. The traditional color management system represented by CEPS (Color Electronic Prepress Systems) uses a closed-loop method to manage colors. With the openness and networking of color management, this color management system is increasingly unable to meet need. In order to solve the problem of inconsistent color transmission of different digital image devices, the International Color Consortium (ICC, International Color Consortium) was initiated and established in 1993 by companies such as Adobe, Agfa, Apple, Kodak, FOGRA, Microsoft, Silicon Graphics, Sun Microsystem and Taliget. , which defines an international standard for modern color management systems. The color transmission process of this standard is shown in Figure 1. First, the color characterization files of different digital image devices are generated, and then these color characterization files are called by the color management module (CMM, Color Management Module) to realize the color transmission between devices. The color characterization file of the device is essentially to establish the corresponding relationship between the device driver value and the device-independent color space, that is, the link space of the device feature description file (CIEXYZ or CIELAB).

数字图像设备分为输入设备、显示设备和输出设备,例如扫描仪、数码相机属于输入设备,显示器属于显示设备,打印机则属于输出设备。一般一幅图像的处理过程为:首先图像经扫描仪扫描或数码相机拍摄后传输到电脑上,根据需要将图像做相应处理,直接观看或通过互联网传输或通过打印机打印输出,在整个数字图像处理流程中,显示器处于中转枢纽地位,因此对显示设备的颜色特征化显得很重要。由于液晶显示器在功耗、亮度和体积等方面明显优于传统的阴极射线管显示器,得到越来越广泛的应用,因此对液晶显示器的准确颜色特征化显得更为重要。Digital image devices are divided into input devices, display devices, and output devices. For example, scanners and digital cameras are input devices, monitors are display devices, and printers are output devices. Generally, the processing process of an image is as follows: firstly, the image is scanned by a scanner or taken by a digital camera and then transmitted to the computer, and the image is processed according to the needs, directly viewed or transmitted through the Internet or printed out by a printer. In the process, the display is in a transit hub position, so it is very important to characterize the color of the display device. Since liquid crystal displays are obviously superior to traditional cathode ray tube displays in terms of power consumption, brightness and volume, and are being used more and more widely, accurate color characterization of liquid crystal displays is even more important.

传统阴极射线管显示器的颜色特征化模型是建立在假设显示器满足色品恒定性和通道独立性基础上的,由于阴极射线管显示器已经有几十年的发展历史,制造工艺相对成熟,大部分阴极射线管显示器都能满足这两个假设条件,因此用简单的GOG(Gain Offset Gama)等模型就能很好的颜色特征化这种显示器,而液晶显示器的发展历史比较短,工艺还不是很成熟,尤其是发光机理和特性上和阴极射线管显示器都有很大不同,大部分液晶显示器还不能很好的满足通道独立性和色品恒定性这两个假设条件,因此若简单的用GOG等模型来颜色特征化这种显示器,模型预测精度比较低。The color characterization model of the traditional cathode ray tube display is based on the assumption that the display satisfies chromaticity invariance and channel independence. Since the cathode ray tube display has a development history of several decades and the manufacturing process is relatively mature, most of the cathode Ray tube displays can meet these two assumptions, so simple models such as GOG (Gain Offset Gama) can be used to characterize the display well. However, the development history of liquid crystal displays is relatively short, and the technology is not very mature. , especially the luminous mechanism and characteristics are very different from cathode ray tube displays. Most liquid crystal displays cannot satisfy the two assumptions of channel independence and chromaticity constancy. Therefore, if you simply use GOG, etc. Models are used to characterize such displays by color, and the model prediction accuracy is relatively low.

目前,很少有简单且实用的液晶显示器颜色特征化模型,有些甚至需要建立液晶显示器设备驱动值RGB和CIE1931XYZ的三维查找表,需要大量的测量数据,既费时又加大了颜色管理系统的存储空间,无法满足需要。At present, there are few simple and practical LCD color characterization models, and some even need to establish a three-dimensional lookup table of LCD device driving values RGB and CIE1931XYZ, which requires a large amount of measurement data, which is time-consuming and increases the storage of the color management system The space cannot meet the needs.

发明内容 Contents of the invention

本发明提供了一种简单、需要测量的训练样本少且精度高的构建液晶显示器颜色特征化分段分空间模型的方法。The invention provides a method for constructing a liquid crystal display color characteristic segmented segmental space model which is simple, requires few training samples to be measured and has high precision.

一种构建液晶显示器颜色特征化分段分空间模型的方法,包括以下步骤:A method for constructing a liquid crystal display color characterization segmentation segmental space model, comprising the following steps:

(1)通过液晶显示器的色温、亮度和对比度设置按钮设置显示器,使显示器色温、亮度和对比度满足使用需求,同时保证在显示器驱动值很高时对应颜色的CIE1931XYZ三刺激值(国际照明委员会1931标准色度观察者三刺激值)不出现饱和现象;(1) Set the display through the color temperature, brightness and contrast setting buttons of the liquid crystal display, so that the color temperature, brightness and contrast of the display can meet the use requirements, and at the same time ensure the CIE1931XYZ tristimulus value of the corresponding color when the drive value of the display is high (International Commission on Illumination 1931 standard Chromaticity observer tristimulus value) does not appear saturation phenomenon;

(2)检验液晶显示器单色通道的色品特性,分别测量单色通道不同驱动值时对应颜色的色品坐标x、y和z,若测量得到的为CIE1931XYZ值,则去除黑点(R=G=B=0,R、G和B分别为红色、绿色和蓝色通道的驱动值)后通过下式得到其色品坐标x、y和z:(2) Check the chromaticity characteristics of the monochromatic channel of the liquid crystal display, respectively measure the chromaticity coordinates x, y and z of the corresponding color when the monochromatic channel has different driving values, and if the measured value is CIE1931XYZ value, then remove the black point (R = G=B=0, R, G and B are respectively the driving values of red, green and blue channels) and then obtain its chromaticity coordinates x, y and z by the following formula:

xx == Xx Xx ++ YY ++ ZZ

ythe y == YY Xx ++ YY ++ ZZ

z=1-x-yz=1-x-y

若测量得到的是Yxy(亮度为Y,色品坐标为x,y),则通过下式计算色品坐标z:If the measurement is Yxy (luminance is Y, chromaticity coordinates are x, y), then the chromaticity coordinate z is calculated by the following formula:

z=1-x-yz=1-x-y

分别找出红色通道驱动值和对应的x色品坐标的关系,绿色通道驱动值和对应的y色品坐标的关系,蓝色通道驱动值和对应的z色品坐标的关系;Respectively find the relationship between the red channel driving value and the corresponding x chromaticity coordinate, the relationship between the green channel driving value and the corresponding y chromaticity coordinate, and the relationship between the blue channel driving value and the corresponding z chromaticity coordinate;

(3)检验液晶显示器通道间的干扰特性,分别测量每个通道对应的单色通道(其他两个通道的驱动值为零)和混合色通道(其他两个通道驱动值为最大值)在该通道不同驱动值下对应颜色的CIE1931XYZ值,若测量得到的是Yxy,通过下式计算对应的X、Y和Z值:(3) To check the interference characteristics between the channels of the liquid crystal display, measure the corresponding monochrome channel (the driving value of the other two channels is zero) and the mixed color channel (the driving value of the other two channels is the maximum value) corresponding to each channel. The CIE1931XYZ value of the corresponding color under different driving values of the channel. If the measured value is Yxy, the corresponding X, Y and Z values are calculated by the following formula:

Xx == xx ythe y ×× YY

Y=YY=Y

ZZ == 11 -- xx -- ythe y ythe y ×× YY

画出每个通道对应的单色通道和混合色通道的阶调再现曲线,具体红色通道为归一化X和归一化红色通道驱动值的函数曲线,绿色通道为归一化Y和归一化绿色通道驱动值的函数曲线,蓝色通道为归一化Z和归一化蓝色通道驱动值的函数曲线。找出每个通道受另外两个通道的干扰情况;Draw the tone reproduction curve of the monochrome channel and mixed color channel corresponding to each channel. The specific red channel is the function curve of the normalized X and normalized red channel driving values, and the green channel is the normalized Y and normalized The normalized green channel is plotted as a function of drive values, and the blue channel is plotted as a function of normalized Z and normalized blue channel drive values. Find out how each channel is interfered by the other two channels;

(4)根据各通道不同驱动值下的色品特性和通道间的干扰特性,将各通道的驱动值分为三段,红色通道的两个分界点记为(MR,NR),绿色通道记为(MG,NG),蓝色通道记为(MB,NB);(4) According to the chromaticity characteristics under different driving values of each channel and the interference characteristics between channels, the driving value of each channel is divided into three segments, and the two dividing points of the red channel are marked as (M R , NR ), and the green The channel is marked as (M G , N G ), and the blue channel is marked as (M B , N B );

(5)分别用二次多项式表示单色通道各个分段区间内X、Y和Z三刺激值随该通道在这个区间内归一化驱动值的关系,如以红色通道为例,三刺激值可以表示为(5) Use quadratic polynomials to express the relationship between the X, Y and Z tristimulus values in each subsection of the monochrome channel and the normalized drive value of the channel in this interval. For example, taking the red channel as an example, the tristimulus value It can be expressed as

T Ri = a 1 i + b 1 i &times; r + c 1 i &times; r 2 R < = M R T Ri = a 2 i + b 2 i &times; r + c 2 i &times; r 2 M R < R < = N R T Ri = a 3 i + b 3 i &times; r + c 3 i &times; r 2 R > N R      (i为X、Y或Z) T Ri = a 1 i + b 1 i &times; r + c 1 i &times; r 2 R < = m R T Ri = a 2 i + b 2 i &times; r + c 2 i &times; r 2 m R < R < = N R T Ri = a 3 i + b 3 i &times; r + c 3 i &times; r 2 R > N R (i is X, Y or Z)

式中,r为红色通道的归一化驱动值,TRi(i为X、Y或Z)为红色通道对应颜色的三刺激值,aji、bji和cji(j=1,2,3)为常数,MR和NR分别为红色通道驱动值的低中分界点和中高分界点,通过显示器的色品恒定特性和通道独立特性确定;In the formula, r is the normalized driving value of the red channel, T Ri (i is X, Y or Z) is the tristimulus value of the corresponding color of the red channel, a ji , b ji and c ji (j=1, 2, 3) is a constant, MR and NR are respectively the low-middle cut-off point and the middle-high cut-off point of the red channel drive value, determined by the chromaticity constant characteristic and channel independent characteristic of the display;

对于绿色和蓝色通道也做同样处理;Do the same for the green and blue channels;

(6)通过三个通道的6个分界点,将整个驱动值空间分为27个子空间,根据通道间的干扰特性,再将上述27个子空间分为三类:(6) Divide the entire driving value space into 27 subspaces through the 6 demarcation points of the three channels, and then divide the above 27 subspaces into three categories according to the interference characteristics between channels:

a.三个通道的驱动值中最多只有一个大于对应通道的分界点M,共7个子空间;a. At most one of the driving values of the three channels is greater than the dividing point M of the corresponding channel, and there are 7 subspaces in total;

b.三个通道的驱动值中有两个大于对应通道的驱动值M,共12个子空间;b. Two of the driving values of the three channels are greater than the driving value M of the corresponding channel, a total of 12 subspaces;

c.三个通道的驱动值都大于对应通道的驱动值M,共8个子空间;c. The driving values of the three channels are all greater than the driving value M of the corresponding channel, and there are 8 subspaces in total;

(7)分别计算驱动值位于三类空间时对应颜色的三刺激值:(7) Calculate the tristimulus value of the corresponding color when the driving value is located in the three types of spaces:

当三个通道的驱动值位于a类空间时,不考虑通道间的干扰,各个驱动值对应通道分段函数求得的三刺激值直接相加后,再加上黑点对应的三刺激值即得混合色通道对应颜色的三刺激值,例如当混合色三个通道驱动值位于7个子空间中的R<=MR、G<=MG、B<=MB子空间时,其对应颜色的三刺激值可以表示为When the driving values of the three channels are in the type a space, regardless of the interference between the channels, the tri-stimulus values obtained by the segmental function of each driving value corresponding to the channels are directly added together, and then the tri-stimulus values corresponding to the black dots are added. Get the tristimulus value of the color corresponding to the mixed color channel, for example, when the driving values of the three channels of the mixed color are located in the R<=M R , G<=M G , B<= MB subspaces in the 7 subspaces, the corresponding color The tristimulus value of can be expressed as

Ti=TBlack+TRi+TGi+TBi T i =T Black +T Ri +T Gi +T Bi

其中TBlack为黑点的三刺激值,TRi、TGi和TBi分别为红色、绿色和蓝色通道驱动值对应分段函数的三刺激值。其它a类子空间也做同样处理;Where T Black is the tristimulus value of the black dot, T Ri , T Gi and T Bi are the tristimulus values of the segmental function corresponding to the red, green and blue channel drive values, respectively. Do the same for other a-type subspaces;

当三个通道的驱动值位于b类空间时,除a类空间得到的三刺激值外,还需考虑驱动值大于对应分界点M的两个通道间的干扰,例如当混合色三个通道驱动值位于12个子空间中的MR<R<=NR、MG<G<=NG、B<=MR子空间时,其对应颜色的三刺激值可以表示为When the driving values of the three channels are in the b-type space, in addition to the tristimulus values obtained in the a-type space, the interference between the two channels whose driving value is greater than the corresponding cut-off point M should also be considered, for example, when the three channels of the mixed color drive When the value is located in the M R <R<=N R , M G <G<=N G , B<=M R subspaces in the 12 subspaces, the tristimulus value of the corresponding color can be expressed as

Ti=TBlack+TRi+TGi+TBi+di+ei×r×gT i =T Black +T Ri +T Gi +T Bi +d i +e i ×r×g

其中r和g分别为红色和绿色通道的归一化驱动值,后面两项为干扰项,di和ei为常数,可通过该子空间的训练样本来拟合确定。其它b类子空间也做同样处理;Among them, r and g are the normalized driving values of the red and green channels respectively, the latter two are interference items, and d i and e i are constants, which can be determined by fitting the training samples of this subspace. Do the same for other b-type subspaces;

当三个通道驱动值位于c类空间时,除a类空间得到的三刺激值外,还需考虑三个通道间的干扰,例如当混合色三个通道驱动值位于8个子空间中的MR<R<=NR、MG<G<=NG、MB<B<=NB子空间时,其对应颜色的三刺激值可以表示为When the driving values of the three channels are located in the c-type space, in addition to the tristimulus values obtained in the a-type space, the interference between the three channels needs to be considered, for example, when the driving values of the three channels of the mixed color are located in 8 subspaces M R When <R<=N R , M G <G<= NG , M B <B<=N B subspace, the tristimulus value of the corresponding color can be expressed as

Ti=TBlack+TRi+TGi+TBi+di+ei×r×g+fi×g×b+hi×r×b+ki×r×g×bT i =T Black +T Ri +T Gi +T Bi +d i +e i ×r×g+f i ×g×b+h i ×r×b+k i ×r×g×b

其中b为蓝色通道的归一化驱动值,后面五项为干扰项,di、ei、fi、hi和ki为常数,可通过该子空间的训练样本拟合确定。其它c类子空间也做同样处理;Where b is the normalized driving value of the blue channel, the last five items are interference items, d i , e i , fi , h i and ki are constants, which can be determined by fitting training samples in this subspace. Do the same for other c-type subspaces;

(8)按照IEC 61966-4标准设置实验装置,获得包括如下三个数据集合的训练样本:(8) Set up the experimental device according to the IEC 61966-4 standard, and obtain training samples including the following three data sets:

第一个数据集合为:(R,G,B)=(IR,0,0),(R,G,B)=(0,IG,0),(R,G,B)=(0,0,IB),其中红色通道的IR=MR/3、2×MR/3、MR、MR+(NR-MR)/3、MR+2×(NR-MR)/3、NR、NR+(Rmax-NR)/3、NR+2×(Rmax-NR)/3和Rmax,其中Rmax为红色通道的最大驱动值。蓝色和绿色通道IG和IB的取法类似于红色通道,该数据集合共有27个训练样本;The first data set is: (R, G, B) = (I R , 0, 0), (R, G, B) = (0, I G , 0), (R, G, B) = ( 0, 0, I B ), where I R of the red channel = M R /3, 2×M R /3, M R , M R +(N R -M R )/3, M R +2×(N R -M R )/3, N R , N R +(R max -N R )/3, N R +2×(R max -N R )/3 and R max , where R max is the maximum value of the red channel drive value. The blue and green channels I G and I B are taken in a similar way to the red channel, and the data set has a total of 27 training samples;

第二个数据集合为:(R,G,B)=(JR,JG,MB/2),(R,G,B)=(JR,MG/2,JB),(R,G,B)=(MR/2,JG,JB),其中JR为MR、NR和Rmax,JG为MG、NG和Gmax,JB为MB、NB和Bmax,其中Gmax和Bmax分别为绿色和蓝色通道的最大驱动值,该数据集合共有27个样本组合;The second data set is: (R, G, B) = (J R , J G , M B /2), (R, G, B) = (J R , M G /2, J B ), ( R, G, B) = (M R /2, J G , J B ), where J R is M R , NR and R max , J G is M G , N G and G max , and J B is M B , N B and B max , where G max and B max are the maximum driving values of the green and blue channels respectively, and the data set has a total of 27 sample combinations;

第三个数据集合为:(R,G,B)=(LR,IG,LB),其中LR为MR、NR和Rmax,IG为MG、NG和Gmax,LB为MB、NB和Bmax,共有27个样本组合;The third data set is: (R, G, B) = (L R , I G , L B ), where L R is M R , NR and R max , and I G is M G , N G and G max , L B is M B , N B and B max , a total of 27 sample combinations;

上述三个数据集合中若计算得到的驱动值为小数,则就近取整。将上述所有测量的数据集合进行黑点去除,作为分段分空间模型的训练样本。其中第一个数据集合得到的训练样本用于分段函数系数的拟合,第二个数据集合得到的训练样本用于b类空间干扰项系数的拟合,第三个数据集合得到的训练样本用于c类空间干扰项系数的拟合;If the calculated driving values in the above three data sets are decimals, they are rounded up to the nearest integer. All the above-mentioned measured data sets are subjected to black point removal as training samples for the segmented space model. The training samples obtained from the first data set are used to fit the piecewise function coefficients, the training samples obtained from the second data set are used to fit the coefficients of class b spatial interference items, and the training samples obtained from the third data set It is used for fitting the coefficient of the c-type spatial interference term;

上述三个数据集合还可以根据不同分段区间或空间内显示器的色品不恒定、通道干扰特性以及区间或空间大小均匀选取适当数目的训练样本,且分界点上的训练样本用于与它相邻的两个分段函数或两个空间中方程的系数拟合,这样既可以高效地利用训练样本,又可以使在分界点附近的三刺激值保持连续;The above three data sets can also select an appropriate number of training samples uniformly according to the inconstant chromaticity of the display in different segment intervals or spaces, channel interference characteristics, and the size of the interval or space, and the training samples at the demarcation point are used to compare with it. Two adjacent piecewise functions or coefficient fittings of equations in two spaces, so that the training samples can be efficiently used, and the tristimulus values near the cutoff point can be kept continuous;

(9)利用最小二乘法,用步骤(8)中获得的各个分段函数及子空间内的训练样本分别对其对应分段函数及子空间干扰项系数拟合(其中分界点上的训练样本用于与它相邻的两个分段函数或两个空间中方程的系数拟合),得到各个子空间内显示器归一化驱动值r、g、b和CIE1931XYZ三刺激值的对应关系,完成显示器的颜色特征化。(9) Using the least squares method, use each segment function obtained in step (8) and the training samples in the subspace to fit the corresponding segment function and subspace interference term coefficients respectively (wherein the training samples on the demarcation point It is used to fit the coefficients of two piecewise functions adjacent to it or equations in two spaces), to obtain the corresponding relationship between the display normalized drive values r, g, b and CIE1931XYZ tristimulus values in each subspace, and complete The color characterization of the display.

本发明通过驱动值空间的划分有效的减弱了色品不恒定和通道不独立对液晶显示器颜色特征化精度的影响,提高了模型预测精度。另外本发明尽量选取分界点作为训练样本,且处于分界点上的训练样本用于与之相邻的两个分段函数或子空间中函数系数的拟合,这样既高效地利用了训练样本又增加了模型预测三刺激值在分界点附近的连续性。本发明在训练样本数不多的情况下实现了对液晶显示器的准确颜色特征化。The present invention effectively weakens the influence of inconstant chromaticity and non-independent channels on the color characterization accuracy of the liquid crystal display through the division of the driving value space, and improves the prediction accuracy of the model. In addition, the present invention tries to select the demarcation point as the training sample, and the training sample on the demarcation point is used for the fitting of the function coefficients in the two adjacent segmental functions or subspaces, so that both the training sample and the subspace are efficiently utilized. Added model-predicted continuity of tristimulus values around cutoff points. The invention realizes the accurate color characterization of the liquid crystal display under the condition that the number of training samples is small.

附图说明 Description of drawings

图1为现代颜色管理系统颜色传输流程图;Figure 1 is a flow chart of color transmission in a modern color management system;

图2为本发明液晶显示器三色通道色品坐标随驱动值的变化关系图;Fig. 2 is the change relationship diagram of the chromaticity coordinates of the three-color channel of the liquid crystal display with the driving value of the present invention;

图3为本发明绿色和蓝色通道对红色通道阶调再现曲线的影响关系图;Fig. 3 is the relation diagram of the influence of the green and blue channels of the present invention on the tone reproduction curve of the red channel;

图4为本发明分段分空间模型的实验装置图。Fig. 4 is an experimental device diagram of the segmented space model of the present invention.

具体实施方式 Detailed ways

以数字化驱动值为8位的一台液晶显示器为例,颜色特征化这台显示器的分段分空间模型包括以下步骤:Taking a liquid crystal display with a digital drive value of 8 bits as an example, the segmented and spaced model of the color characterization of this display includes the following steps:

(1)通过色温设置按钮设置液晶显示器的色温,使色温满足使用需求,通过亮度和对比度设置按钮使液晶显示器亮度和对比度满足需求,同时保证在显示器驱动值很高时对应颜色的CIE1931XYZ三刺激值不出现饱和现象;(1) Set the color temperature of the liquid crystal display through the color temperature setting button to make the color temperature meet the use requirements, and make the brightness and contrast of the liquid crystal display meet the requirements through the brightness and contrast setting buttons, and at the same time ensure the CIE1931XYZ tristimulus value of the corresponding color when the display driving value is high There is no saturation phenomenon;

(2)检验液晶显示器单色通道的色品特性,用PR-650光谱辐射度计分别测量红色、绿色和蓝色通道驱动值分别在16、32、48、64、80、96、112、128、144、160、176、192、208、224、240和255下对应颜色的CIE1931XYZ值,去除黑点(R=G=B=0,R、G和B分别为红色、绿色和蓝色通道的驱动值)后通过下式得到其色品坐标x、y和z:(2) Check the chromaticity characteristics of the monochrome channel of the liquid crystal display, and use the PR-650 spectroradiometer to measure the driving values of the red, green and blue channels at 16, 32, 48, 64, 80, 96, 112, 128 respectively , 144, 160, 176, 192, 208, 224, 240 and 255 under the CIE1931XYZ value of the corresponding color, remove the black point (R=G=B=0, R, G and B are red, green and blue channels respectively driving value) and obtain its chromaticity coordinates x, y and z by the following formula:

xx == Xx Xx ++ YY ++ ZZ

ythe y == YY Xx ++ YY ++ ZZ

z=1-x-yz=1-x-y

分别找出红色通道驱动值和对应的x色品坐标的关系,绿色通道驱动值和对应的y色品坐标的关系,蓝色通道驱动值和对应的z色品坐标的关系,如图2所示;Find the relationship between the driving value of the red channel and the corresponding x chromaticity coordinate, the relationship between the driving value of the green channel and the corresponding y chromaticity coordinate, and the relationship between the driving value of the blue channel and the corresponding z chromaticity coordinate, as shown in Figure 2 Show;

(3)检验液晶显示器通道间的干扰特性,用PR-650光谱辐射度计分别测量每个通道对应的单色通道(另外两个通道的驱动值为零)和混合色通道(另外两个通道的驱动值为最大值)在不同驱动值下对应颜色的CIE1931XYZ值。三个单色通道对应颜色的三刺激值已在步骤(2)中获得,需要测量的混合色通道对应的驱动值为(HR,255,255),(255,HG,255)和(255,255,HB),其中HR、HG和HB都为16、32、48、64、80、96、112、128、144、160、176、192、208、224、240和255。(3) Check the interference characteristics between the channels of the liquid crystal display, and use the PR-650 spectroradiometer to measure the monochrome channel (the drive value of the other two channels is zero) and the mixed color channel (the other two channels The driving value of the maximum value) corresponds to the CIE1931XYZ value of the color under different driving values. The tristimulus values corresponding to the colors of the three monochrome channels have been obtained in step (2), and the driving values corresponding to the mixed color channels to be measured are ( HR , 255,255), (255, H G , 255) and (255,255, H B ), wherein HR , H G and H B are all 16, 32, 48, 64, 80, 96, 112, 128, 144, 160, 176, 192, 208, 224, 240 and 255.

画出每个通道对应的单色通道和混合色通道对应的阶调再现曲线,具体红色通道为归一化X和归一化红色通道驱动值的关系,绿色通道为归一化Y和归一化绿色通道驱动值的关系,蓝色通道为归一化Z和归一化蓝色通道驱动值的关系。找出每个通道受其他两个通道的干扰情况,图3所示为红色通道受绿色和蓝色两个通道的干扰情况;Draw the tone reproduction curve corresponding to the monochrome channel and the mixed color channel corresponding to each channel. The specific red channel is the relationship between the normalized X and the normalized red channel driving value, and the green channel is the normalized Y and normalized The relationship between the normalized green channel drive value and the blue channel is the relationship between the normalized Z and the normalized blue channel drive value. Find out the interference of each channel by the other two channels. Figure 3 shows the interference of the red channel by the green and blue channels;

(4)根据各通道不同驱动值下的色品特性和通道间的干扰特性,将各通道的驱动值分为三段,红色、绿色和蓝色通道的两个分界点都分别取64和128。(4) According to the chromaticity characteristics under different driving values of each channel and the interference characteristics between channels, the driving value of each channel is divided into three segments, and the two dividing points of the red, green and blue channels are respectively taken as 64 and 128 .

(5)分别用二次多项式拟合单色通道各个分段区间内X、Y和Z三刺激值随该通道在这个区间内归一化驱动值的关系,如以红色通道为例,三刺激值可以表示为(5) Use a quadratic polynomial to fit the relationship between the X, Y and Z tristimulus values in each subsection of the monochrome channel and the normalized driving value of the channel in this interval. For example, taking the red channel as an example, the tristimulus value can be expressed as

T Ri = a 1 i + b 1 i &times; r + c 1 i &times; r 2 R < = 64 T Ri = a 2 i + b 2 i &times; r + c 2 i &times; r 2 64 < R < = 128 T Ri = a 3 i + b 3 i &times; r + c 3 i &times; r 2 R > 128       (i为X、Y或Z) T Ri = a 1 i + b 1 i &times; r + c 1 i &times; r 2 R < = 64 T Ri = a 2 i + b 2 i &times; r + c 2 i &times; r 2 64 < R < = 128 T Ri = a 3 i + b 3 i &times; r + c 3 i &times; r 2 R > 128 (i is X, Y or Z)

式中,r为红色通道的归一化驱动值,TRi(i为X、Y或Z)为三刺激值,aji、bji和cji(j=1,2,3)为常数;In the formula, r is the normalized driving value of the red channel, T Ri (i is X, Y or Z) is the tristimulus value, a ji , b ji and c ji (j=1, 2, 3) are constants;

对于绿色和蓝色通道也做同样处理;Do the same for the green and blue channels;

(6)通过三个通道的6个分界点将整个驱动值空间划分为27个子空间,并根据通道间的干扰特性,再将这27个子空间分为三类:(6) Divide the entire driving value space into 27 subspaces through 6 demarcation points of the three channels, and divide these 27 subspaces into three categories according to the interference characteristics between channels:

a.三个通道的驱动值中最多只有一个大于64,共7个子空间;a. Only one of the driving values of the three channels is greater than 64, and there are 7 subspaces in total;

b.三个通道的驱动值中有两个大于64,共12个子空间;b. Two of the driving values of the three channels are greater than 64, a total of 12 subspaces;

c.三个通道的驱动值都大于64,共8个子空间;c. The driving values of the three channels are all greater than 64, with a total of 8 subspaces;

(7)分别计算驱动值位于三类空间时对应的三刺激值:(7) Calculate the corresponding tristimulus values when the driving values are located in the three types of spaces:

当三个通道的驱动值位于a类空间时,不考虑通道间的干扰,各个驱动值对应通道分段函数求得的三刺激值直接相加后,再加上黑点对应的三刺激值即得混合色通道的三刺激值,例如当混合色三个通道驱动值位于7个子空间中的R<=64、G<=64、B<=64子空间时,其对应颜色的三刺激值可以表示为When the driving values of the three channels are in the type a space, regardless of the interference between the channels, the tri-stimulus values obtained by the segmental function of each driving value corresponding to the channels are directly added together, and then the tri-stimulus values corresponding to the black dots are added. Get the tristimulus value of the mixed color channel, for example, when the three channel driving values of the mixed color are located in the R<=64, G<=64, B<=64 subspaces in the 7 subspaces, the tristimulus value of its corresponding color can be Expressed as

Ti=TBlack+TRi+TGi+TBi T i =T Black +T Ri +T Gi +T Bi

其中TBlack为黑点的三刺激值,TRi、TGi和TBi分别为红色、绿色和蓝色通道驱动值对应分段函数的三刺激值。其它a类子空间也做同样处理;Where T Black is the tristimulus value of the black dot, T Ri , T Gi and T Bi are the tristimulus values of the segmental function corresponding to the red, green and blue channel drive values, respectively. Do the same for other a-type subspaces;

当三个通道的驱动值位于b类空间时,除a类空间得到的三刺激值外,还需考虑驱动值大于64的两个通道间的干扰,例如当混合色三个通道的驱动值位于12个子空间中的64<R<=128、64<G<=128、B<=64子空间时,其对应颜色的三刺激值可以表示为When the driving values of the three channels are in the b-type space, in addition to the tristimulus values obtained in the a-type space, the interference between the two channels with a driving value greater than 64 should also be considered, for example, when the driving values of the three channels of the mixed color are in the When 64<R<=128, 64<G<=128, and B<=64 subspaces in the 12 subspaces, the tristimulus value of the corresponding color can be expressed as

Ti=TBlack+TRi+TGi+TBi+di+ei×r×gT i =T Black +T Ri +T Gi +T Bi +d i +e i ×r×g

其中r和g分别为红色和绿色通道的归一化驱动值,后面两项为干扰项,di和ei为常数,可通过该子空间的训练样本来拟合确定。其它b类子空间也做同样处理;Among them, r and g are the normalized driving values of the red and green channels respectively, the latter two are interference items, and d i and e i are constants, which can be determined by fitting the training samples of this subspace. Do the same for other b-type subspaces;

当三个通道驱动值位于c类空间时,除a类空间得到的三刺激值外,还需考虑三个通道间的干扰,例如当混合色三个通道的驱动值位于8个子空间中的64<R<=128、64<G<=128、64<B<=128子空间时,其对应颜色的三刺激值可以表示为When the driving values of the three channels are in the c-type space, in addition to the tristimulus values obtained in the a-type space, the interference among the three channels needs to be considered, for example, when the driving values of the three channels of the mixed color are located in 64 of the 8 subspaces When <R<=128, 64<G<=128, 64<B<=128 subspace, the tristimulus value of its corresponding color can be expressed as

Ti=TBlack+TRi+TGi+TBi+di+ei×r×g+fi×g×b+hi×r×b+ki×r×g×bT i =T Black +T Ri +T Gi +T Bi +d i +e i ×r×g+f i ×g×b+h i ×r×b+k i ×r×g×b

其中b为蓝色通道的归一化驱动值,后面五项为干扰项,di、ei、fi、hi和ki为常数,可通过该子空间的训练样本拟合确定。其它c类子空间也做同样处理;Where b is the normalized driving value of the blue channel, the last five items are interference items, d i , e i , fi , h i and ki are constants, which can be determined by fitting training samples in this subspace. Do the same for other c-type subspaces;

(8)进行实验,其实验装置如图4所示,屏幕有效高度为h,屏幕和测量仪器之间的距离为4h,待测色块大小为h/5×h/5,将待测色块显示在屏幕正中央,屏幕的其它区域设置为黑色;(8) Carry out the experiment, the experimental device is shown in Figure 4, the effective height of the screen is h, the distance between the screen and the measuring instrument is 4h, the size of the color block to be measured is h/5×h/5, and the color block to be measured is h/5×h/5. The block is displayed in the center of the screen, and the rest of the screen is set to black;

用PR-650光谱辐射度计测量训练样本,训练样本包括如下三个数据集合:Use the PR-650 spectroradiometer to measure the training samples. The training samples include the following three data sets:

第一个数据集合为:(R,G,B)=(IR,0,0),(R,G,B)=(0,IG,0),(R,G,B)=(0,0,IB)。以红色通道为例,其中IR为21、43、64、85、107、128、170、213和255。其中(21,0,0)、(43,0,0)和(64,0,0)用于TRi=ali+bli×r+cli×r2(R<=64)的多项式拟合,(64,0,0)、(85,0,0)、(107,0,0)和(128,0,0)用于TRi=a2i+b2i×r+c2i×r2(64<R<=128)的多项式拟合,(128,0,0)、(170,0,0)、(213,0,0)和(255,0,0)用于TRi=a3i+b3i×r+c3i×r2(R>128)的多项式拟合。蓝色和绿色通道IG和IB的取法及用法类似于红色通道。该数据集合共有27个训练样本;The first data set is: (R, G, B) = (I R , 0, 0), (R, G, B) = (0, I G , 0), (R, G, B) = ( 0, 0, IB ). Take the red channel as an example, where I R is 21, 43, 64, 85, 107, 128, 170, 213, and 255. where (21,0,0), (43,0,0) and (64,0,0) are used for the polynomial of T Ri =a li +b li ×r+c li ×r 2 (R<=64) Fitting, (64,0,0), (85,0,0), (107,0,0) and (128,0,0) for T Ri =a 2i +b 2i ×r+c 2i × Polynomial fitting of r 2 (64<R<=128), (128,0,0), (170,0,0), (213,0,0) and (255,0,0) for T Ri = polynomial fitting of a 3i +b 3i ×r+c 3i ×r 2 (R>128). The blue and green channels I G and I B are taken and used similarly to the red channel. The data set has a total of 27 training samples;

第二个数据集合为:(R,G,B)=(JR,JG,32),(R,G,B)=(JR,32,JB),(R,G,B)=(32,JG,JB),其中JR、JG和JB都为64、128或255,三个集合共有27个训练样本,用于b类空间干扰项的数据拟合,使每一子空间均有4个训练样本。例如64<R<=128、64<G<=128且B<=64子空间的训练样本为(64,64,32)、(64,128,32)、(128,64,32)和(128,128,32),其它11个子空间的训练样本取法类似于64<R<=128、64<G<=128、B<=64子空间;The second data set is: (R, G, B) = (J R , J G , 32), (R, G, B) = (J R , 32, J B ), (R, G, B) =(32, J G , J B ), wherein J R , J G and J B are all 64, 128 or 255, and there are 27 training samples in all of the three sets, which are used for data fitting of the b-type space interference item, so that Each subspace has 4 training samples. For example, the training samples of 64<R<=128, 64<G<=128 and B<=64 subspace are (64,64,32), (64,128,32), (128,64,32) and (128,128, 32), the training samples of the other 11 subspaces are similar to 64<R<=128, 64<G<=128, B<=64 subspaces;

第三个数据集合为:(R,G,B)=(LR,LG,LB),其中LR、LG和LB都为64,128或255,共有27个样本组合,用于c类空间干扰项的数据拟合,使每一子空间有8个训练样本。例如64<R<=128,64<G<=128且64<B<=128子空间,其训练样本为(64,64,64)、(64,64,128)、(64,128,64)、(64,128,128)、(128,64,64)、(128,64,128),(128,128,64)和(128,128,128)。其它7个子空间的取法类似于64<R<=128、64<G<=128、64<B<=128子空间;The third data set is: (R, G, B)=(L R , L G , L B ), where L R , L G and L B are all 64, 128 or 255, and there are 27 sample combinations in total. The data fitting of the interference term in the c-type space makes each subspace have 8 training samples. For example 64<R<=128, 64<G<=128 and 64<B<=128 subspace, its training samples are (64,64,64), (64,64,128), (64,128,64), (64,128,128 ), (128, 64, 64), (128, 64, 128), (128, 128, 64) and (128, 128, 128). The method of taking other 7 subspaces is similar to 64<R<=128, 64<G<=128, 64<B<=128 subspaces;

其中上述数据集合必须经过黑点去除后才能作为训练样本;The above data sets must be removed from the black spots before they can be used as training samples;

(9)利用最小二乘法,用步骤(8)中获得的各个分段函数及子空间内的训练样本分别对其对应分段函数及子空间干扰项系数拟合(其中分界点上的训练样本用于与它相邻的两个分段函数或两个空间中方程的系数拟合),得到各个子空间内显示器归一化驱动值r、g、b和CIE1931XYZ三刺激值的对应关系,完成显示器的颜色特征化。(9) Using the least squares method, use each segment function obtained in step (8) and the training samples in the subspace to fit the corresponding segment function and subspace interference term coefficients respectively (wherein the training samples on the demarcation point It is used to fit the coefficients of two piecewise functions adjacent to it or equations in two spaces), to obtain the corresponding relationship between the display normalized drive values r, g, b and CIE1931XYZ tristimulus values in each subspace, and complete The color characterization of the display.

Claims (1)

1. method that makes up LCD colors characterizing segment and space division model is characterized in that may further comprise the steps:
(1) colour temperature, the brightness and contrast by LCD is provided with button display is set, make display color temperature, brightness and contrast satisfy user demand, guarantee that simultaneously saturated phenomenon does not appear in display CIE1931XYZ tristimulus values of corresponding color when motivation value is very high;
(2) the chromaticity characteristic of test liquid crystal display redness, green, blue channel, chromaticity coordinates x, y and the z of corresponding color when measuring each passage different driving value respectively, find out the relation of the x chromaticity coordinates of red channel motivation value and correspondence, the relation of the y chromaticity coordinates of green channel motivation value and correspondence, the relation of the z chromaticity coordinates of blue channel motivation value and correspondence;
(3) the interchannel interference characteristic of test liquid crystal display, the CIE1931XYZ value of the color mixture passage corresponding color under this passage different driving value when the monochromatic passage the when motivation value of measuring other two passages of each passage correspondence respectively is zero and other two channels drive values are maximal value, the monochromatic passage of each passage correspondence of drawing and the tone reproduction curve of color mixture passage are found out the disturbed condition that each passage is subjected to two other passage;
(4) according to chromaticity characteristic and interchannel interference characteristic under each passage different driving value, the motivation value of each passage is divided into three sections, two separations of red channel are designated as M R, N R, two separations of green channel are designated as M G, N G, two separations of blue channel are designated as M B, N B, M wherein RAnd N RBe respectively in red channel motivation value low separation and in high separation, M GAnd N GBe respectively in green channel motivation value low separation and in high separation, M BAnd N BBe respectively in blue channel motivation value low separation and in high separation;
(5) represent that with quadratic polynomial X, Y and Z tristimulus values are with the relation of this passage normalization motivation value r, g, b in this interval in each piecewise interval of monochromatic passage respectively;
(6) by 6 separations of described three passages of step (4), be 27 sub spaces,, more above-mentioned 27 sub spaces be divided three classes according to interchannel interference characteristic with whole motivation value spatial division:
A. has only a separation M in the motivation value of three passages at most, totally 7 sub spaces greater than respective channel;
B., two separation M greater than respective channel are arranged, totally 12 sub spaces in the motivation value of three passages;
C. the motivation value of three passages is all greater than the separation M of respective channel, totally 8 sub spaces;
Described separation M is the low middle separation of each passage;
The tristimulus values of corresponding color when (7) calculating motivation value respectively and be positioned at three space-likes, when the motivation value of three passages is positioned at a space-like, need not to consider interchannel interference, after the tristimulus values addition that each motivation value respective channel piecewise function is tried to achieve, the tristimulus values of adding the stain correspondence promptly gets the tristimulus values of color mixture passage corresponding color; When the motivation value of three passages is positioned at the b space-like, except that the tristimulus values that a space-like obtains, also need consider two the interchannel interference of motivation value greater than corresponding separation M; When three channels drive values are positioned at the c space-like, except that the tristimulus values that a space-like obtains, also need consider three interchannel interference;
(8) according to IEC 61966-4 standard experimental provision is set, choosing the color of the motivation value correspondence in separation and even division piecewise interval or space measures, and the tristimulus values that measures is carried out stain remove, divide the training sample of spatial model as segmentation;
(9) utilize least square method, with each piecewise function that obtains in the step (8) and the training sample in the subspace respectively to its corresponding segments function and subspace distracter coefficient match, obtain the corresponding relation of display normalization motivation value r, g, b and CIE1931XYZ tristimulus values in each sub spaces, finish the colorimetric characterization of display.
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