TWI727583B - Image data processing method and display device and information processing device using the same - Google Patents

Image data processing method and display device and information processing device using the same Download PDF

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TWI727583B
TWI727583B TW108148551A TW108148551A TWI727583B TW I727583 B TWI727583 B TW I727583B TW 108148551 A TW108148551 A TW 108148551A TW 108148551 A TW108148551 A TW 108148551A TW I727583 B TWI727583 B TW I727583B
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劉海峰
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大陸商北京集創北方科技股份有限公司
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本發明主要揭示一種圖像數據處理方法,其係依一基礎模板產生複數個抖動模板以供一顯示器在一連續時間內顯示複數個不同的畫面,且其特徵在於該方法係對該基礎模板進行一排列操作以產生一所述抖動模板。並且,在像素灰階值所包含小數部分為4位元的情況下,用以儲存該基礎模板與該K-1個模板的記憶體空間只需1050 bits,達到大幅的節省存儲空間之具體效果。 The present invention mainly discloses an image data processing method, which is based on a basic template to generate a plurality of dithering templates for a display to display a plurality of different pictures in a continuous time, and is characterized in that the method is performed on the basic template An arrangement operation to generate the dithering template. Moreover, when the decimal part of the pixel grayscale value contains 4 bits, the memory space used to store the basic template and the K-1 templates only needs 1050 bits, which achieves a substantial saving of storage space. .

Description

圖像數據處理方法及利用其之顯示裝置和資訊處理裝置Image data processing method and display device and information processing device using the same

本發明係關於顯示數據處理之技術領域,尤指一種圖像數據處理方法及利用其之顯示裝置。The present invention relates to the technical field of display data processing, in particular to an image data processing method and a display device using the same.

衆所周知,顯示屏幕的每個像素一般包含一個紅色子像素、一個綠色子像素和一個藍色子像素。當三個子像素都顯示最大亮度時,該像素即顯示白色;反之,當三個子像素都顯示最低亮度時,該像素爲黑色。像素的顔色數稱爲色深,如8bit色深可以顯示256種顔色或稱256級灰階。因此,在RGB三個子像素皆具8bit色深的情況下,顯示屏幕的每個像素都具有可以顯示1677萬色的能力。然而,當顯示屏幕顯示一漸層圖像時,例如顯示黑灰白之漸層圖像,人眼所看到的不會是一個平滑連續的漸層圖像,而是一個不連續的漸層圖像,此為色階斷層(Color gradient/banding)現象。As we all know, each pixel of a display screen generally includes a red sub-pixel, a green sub-pixel, and a blue sub-pixel. When the three sub-pixels all display the maximum brightness, the pixel displays white; conversely, when the three sub-pixels all display the minimum brightness, the pixel is black. The number of colors of pixels is called color depth. For example, 8bit color depth can display 256 colors or 256 gray scales. Therefore, when the three sub-pixels of RGB have 8bit color depth, each pixel of the display screen can display 16.77 million colors. However, when the display screen displays a gradient image, such as displaying a black, gray, and white gradient image, what the human eye sees will not be a smooth and continuous gradient image, but a discontinuous gradient image. Like, this is a color gradient/banding phenomenon.

因此, 除了顯示驅動晶片之外,現有的顯示器還會搭載一應用處理器(影像信號處理器),其中該應用處理器具有一位寬擴展模組用以將一圖像數據進行一位元寬度擴展處理,例如從8 bits擴展至10 bits,從而使得該圖像數據的每個像素的灰階值同時包含整數(Integer)部份以及小數(Decimal)部分。然而,顯示器的顯示屏幕並不能直接顯示小數部分的色階,因此該應用處理器還會同時搭載一抖動模塊,用以執行一像素抖動運算以將該小數部分轉換成整數。Therefore, in addition to the display driver chip, the existing display will also be equipped with an application processor (image signal processor), wherein the application processor has a one-bit wide extension module for one-bit wide extension of image data The processing, for example, extends from 8 bits to 10 bits, so that the grayscale value of each pixel of the image data includes an integer part and a decimal part at the same time. However, the display screen of the display cannot directly display the color scale of the fractional part. Therefore, the application processor is also equipped with a dithering module to perform a pixel dithering operation to convert the fractional part into an integer.

舉例而言,圖1A顯示完成位元寬度擴展處理的一圖像數據之中的一像素陣列的示圖,而圖1B顯示習知的用以執行像素抖動運算的一模板(Pattern)的示圖。如圖1A所示,經過前述位元寬度擴展處理之後,若一幀圖像數據之中的一8×8大小的像素陣列的每個位置的像素的灰階值皆為5.375,則前述抖動模塊可係用如圖1B所示之模板(Pattern)對完成位元寬度擴展處理的8×8大小的像素陣列執行像素抖動運算。執行像素抖動運算時,若模板(Pattern)上的一陣列位置(i,j)的值為1,則將所述8×8大小的像素陣列的同樣陣列位置的值以進位的方式調整成整數。反之,若模板(Pattern)上的一陣列位置(i,j)的值為0,則將所述8×8大小的像素陣列的同樣陣列位置的值以捨去小數點的方式調整成整數。圖1C則顯示完成像素抖動運算的該圖像數據之中的該像素陣列的示圖。For example, FIG. 1A shows a diagram of a pixel array in an image data that has completed bit width expansion processing, and FIG. 1B shows a diagram of a pattern for performing pixel dithering operations in the prior art . As shown in FIG. 1A, after the aforementioned bit width expansion processing, if the grayscale values of the pixels at each position of an 8×8 pixel array in one frame of image data are all 5.375, the aforementioned dithering module The pattern shown in FIG. 1B can be used to perform the pixel dithering operation on the 8×8 pixel array that has completed the bit width expansion processing. When performing the pixel dithering operation, if the value of an array position (i, j) on the template (Pattern) is 1, then the value of the same array position of the 8×8 pixel array is adjusted to an integer by way of carry . Conversely, if the value of an array position (i, j) on the template (Pattern) is 0, the value of the same array position of the 8×8 pixel array is adjusted to an integer by rounding off the decimal point. FIG. 1C shows a diagram of the pixel array in the image data after the pixel dithering operation is completed.

然而,實務經驗顯示,習知的像素抖動運算採用固定不變的模板(Pattern)對一連續時間內的複數幀圖像數據執行像素抖動處理,最終造成人眼在觀視該複數幀圖像數據的時候會發現固定的紋理(或圖案)的存在。為了解決前述問題,現有技術採用多組不同模板對一連續時間內的複數幀圖像數據執行像素抖動處理。圖2A至圖2H即顯示現有技術所採用的8組不同模板的示圖。舉例而言,圖2A至圖2H所示之模板分別為模板0至模板7,其用以分別對一連續時間內的8幀圖像數據執行像素抖動處理。換句話說,每一像素抖動處理循環係利用8組不同模板對連續的8幀圖像數據分別進行處理,藉此方式避免人眼在觀視該連續的8幀圖像數據的時候會出現固定的紋理(或圖案)。However, practical experience has shown that the conventional pixel dithering calculation uses a fixed pattern to perform pixel dithering processing on multiple frames of image data in a continuous period of time, which ultimately causes the human eye to observe the multiple frames of image data. When you find a fixed texture (or pattern). In order to solve the foregoing problems, the prior art uses multiple sets of different templates to perform pixel dithering processing on multiple frames of image data in a continuous period of time. 2A to 2H are diagrams showing 8 groups of different templates used in the prior art. For example, the templates shown in FIGS. 2A to 2H are respectively template 0 to template 7, which are used to perform pixel dithering processing on 8 frames of image data in a continuous period of time. In other words, each pixel dithering processing loop uses 8 groups of different templates to process the continuous 8 frames of image data separately, so as to prevent the human eyes from being fixed when viewing the continuous 8 frames of image data. The texture (or pattern).

對於已完成位元寬度擴展處理的圖像數據而言,若各幀圖像數據所含有的一8×8大小像素陣列的各個位置像素之灰階值的小數(Decimal)部分包含4bits;在此情況下,欲以16組不同模板對一連續時間內的16幀圖像數據執行像素抖動運算,則用以儲存16組模板的記憶體空間為8×8×(2 4-1)×16=15360 bits。 For image data that has completed bit width expansion processing, if each frame of image data contains an 8×8 size pixel array, the decimal part of the grayscale value of the pixel at each position contains 4 bits; here In this case, if you want to perform pixel dithering calculation on 16 frames of image data in a continuous time with 16 sets of different templates, the memory space used to store 16 sets of templates is 8×8×(2 4 -1)×16= 15360 bits.

因此,由上述說明可知,本領域亟需能夠有效節省模板儲存空間的一種新式圖像數據處理方法。Therefore, it can be seen from the above description that there is an urgent need in the art for a new image data processing method that can effectively save template storage space.

本發明之主要目的在於提供一種圖像數據處理方法,其用以應用在一應用處理器(影像信號處理器)之中,令該應用處理器可以依據一基礎模板而產生K-1個模板,且用以儲存該基礎模板與該K-1個模板的記憶體空間只需1050 bits,達到大幅的節省存儲空間之具體效果。The main purpose of the present invention is to provide an image data processing method, which is used in an application processor (image signal processor) so that the application processor can generate K-1 templates based on a basic template. And the memory space used to store the basic template and the K-1 templates only needs 1050 bits, which achieves the specific effect of greatly saving storage space.

為達成上述目的,本發明提出所述圖像數據處理方法之一實施例,用以依據一基礎模板而產生K-1個模板,從而利用該基礎模板和該K-1個模板對一連續時間內的K幀圖像數據分別執行一抖動運算處理,其中該基礎模板為一二維陣列並具有M×N的一陣列尺寸,且K、M和N皆為正整數;其特徵在於,所述圖像數據處理方法用以對該基礎模板執行K-1次排列操作,且所述排列操作包括:In order to achieve the above objective, the present invention proposes an embodiment of the image data processing method, which is used to generate K-1 templates according to a basic template, so that the basic template and the K-1 templates are used to compare a continuous time The K frames of image data within are respectively subjected to a dithering operation processing, wherein the basic template is a two-dimensional array and has an array size of M×N, and K, M, and N are all positive integers; it is characterized in that the The image data processing method is used to perform K-1 arranging operations on the basic template, and the arranging operations include:

(1)決定一起始位置以對應該基礎模板之第y列第x行的位置,其中x和y皆為正整數;(1) Determine a starting position to correspond to the position of the yth column and the xth row of the basic template, where x and y are both positive integers;

(2)將該基礎模板之第y列第x行的陣列數值填入一空白模板之第0列第0行的位置,並將該基礎模板之第y列第x+1行至第y列第N-1行的陣列數值依序地填入該空白模板的第0列第1行至第0列第N-x-1行的位置,接著將該基礎模板之第y列第0行至第y列第x-1行的陣列數值依序地填入該空白模板的第0列第N-x行至第0列第N-1行的位置;(2) Fill in the array value of the yth column and xth row of the basic template into the position of the 0th column and 0th row of a blank template, and add the yth column and row x+1 to the yth column of the basic template The array values of row N-1 are sequentially filled in the positions of column 0, row 1 to column 0, row Nx-1 of the blank template, and then column y, row 0 to row y of the basic template The array values of the x-1th row of the column are sequentially filled in the positions of the 0th column and Nxth row to the 0th column and N-1th row of the blank template;

(3)將該基礎模板之第y+i列第x行的陣列數值填入該空白模板的第i列第0行的位置,並將該基礎模板之第y+i列第x+1行至第y+i列第N-1行的陣列數值依序地填入該空白模板的第i列第1行至第i列第N-x-1行的位置,接著將該基礎模板之第y+i列第0行至第y+i列第x-1行的陣列數值依序地填入該空白模板的第i列第N-x+1行至第i列第N-1行的位置;(3) Fill in the array value of column y+i and row x of the basic template into the position of column i and row 0 of the blank template, and fill in the position of column y+i and row x+1 of the basic template The array values from column y+i to row N-1 are sequentially filled in the positions of column i, row 1 to column i, row Nx-1 of the blank template, and then y+th row of the basic template The array values in column i, row 0 to column y+i, row x-1 are sequentially filled in the positions of column i, row N-x+1 to column i, row N-1 of the blank template;

(4)重複該步驟(3),直至y+i=M-1;其中,i的初始值為1,逐次加1;(4) Repeat this step (3) until y+i=M-1; where the initial value of i is 1, and 1 is added successively;

(5)將該基礎模板之第f列第x行的陣列數值填入該空白模板的第j列第0行的位置,並將該基礎模板之第f列第x+1行至第f列第N-1行的陣列數值依序地填入該空白模板的第j列第1行至第j列第N-x-1行的位置,接著將該基礎模板之第f列第0行至第f列第x-1行的陣列數值依序地填入該空白模板的第j列第N-x行至第j列第N-1行的位置;以及(5) Fill in the array value of column f and row x of the basic template into the position of column j and row 0 of the blank template, and add column f and row x+1 to column f of the basic template The array values of row N-1 are sequentially filled in the positions of column j, row 1 to column j, row Nx-1 of the blank template, and then column f, row 0 to row f of the basic template The array values of the x-1th row of the column are sequentially filled in the positions of the jth column and the Nxth row to the jth column and the N-1th row of the blank template; and

(6)重複該步驟(5),直至j=M-1;其中,j的初始值等於y且逐次加1,f的初始值等於0且逐次加1。(6) Repeat this step (5) until j=M-1; where the initial value of j is equal to y and 1 is successively increased, and the initial value of f is 0 and 1 is successively increased.

在一實施例中,各所述圖像數據之中的每個像素的灰階值皆包含一整數部份以及一小數部分,且該小數部分為L位元。In an embodiment, the grayscale value of each pixel in each of the image data includes an integer part and a fractional part, and the fractional part is L bits.

在一實施例中,所述K的值為2 L,且所述M×N的值為2 L的整倍數。 In one embodiment, the value of K is 2 L , and the value of M×N is an integral multiple of 2 L.

為達成上述目的,本發明進一步提出所述圖像數據處理方法之另一實施例,用以依一基礎模板產生複數個抖動模板以供一顯示器在一連續時間內顯示複數個不同的畫面,其特徵在於所述圖像數據處理方法係對該基礎模板進行一排列操作以產生一所述抖動模板,且所述排列操作包括:In order to achieve the above object, the present invention further provides another embodiment of the image data processing method, which is used to generate a plurality of dithering templates according to a basic template for a display to display a plurality of different images in a continuous time. It is characterized in that the image data processing method performs an arranging operation on the basic template to generate the dithering template, and the arranging operation includes:

對該基礎模板進行一行置換操作及一列置換操作以產生所述的抖動模板,其中,該基礎模板和所述的抖動模板在由複數行和複數列所界定的平面中均分為左上區、右上區、左下區和右下區,所述的抖動模板的所述左上區的資料同於該基礎模板的所述右下區的資料,所述的抖動模板的所述右上區的資料同於該基礎模板的所述左下區的資料,所述的抖動模板的所述左下區的資料同於該基礎模板的所述右上區的資料,及所述的抖動模板的所述右下區的資料同於該基礎模板的所述左上區的資料。Perform a row permutation operation and a column permutation operation on the basic template to generate the dithering template, wherein the basic template and the dithering template are divided into upper left area and upper right area in the plane defined by plural rows and plural columns. Area, lower left area and lower right area, the data of the upper left area of the dithering template is the same as the data of the lower right area of the basic template, and the data of the upper right area of the dithering template is the same as the data of the upper right area of the dithering template. The data in the lower left area of the basic template, the data in the lower left area of the dithering template are the same as the data in the upper right area of the basic template, and the data in the lower right area of the dithering template are the same Data in the upper left area of the basic template.

本發明同時提供一種顯示裝置,其具有一應用處理器用以執行如前所述本發明之之圖像數據處理方法。The present invention also provides a display device, which has an application processor for executing the image data processing method of the present invention as described above.

在可行的實施例中,前述本發明之顯示裝置可為LCD顯示器、LED顯示器、OLED顯示器、Mini LED顯示器或Micro LED顯示器。In feasible embodiments, the aforementioned display device of the present invention may be an LCD display, an LED display, an OLED display, a Mini LED display, or a Micro LED display.

在可行的實施例中,前述本發明之顯示裝置係整合在一資訊處理裝置之中,且該資訊處理裝置可為智慧型手機、平板電腦、筆記型電腦、一體式電腦、指紋式打卡裝置或門禁裝置。In a feasible embodiment, the aforementioned display device of the present invention is integrated into an information processing device, and the information processing device can be a smart phone, a tablet computer, a notebook computer, an all-in-one computer, a fingerprint punching device, or Access control device.

為使  貴審查委員能進一步瞭解本發明之結構、特徵、目的、與其優點,茲附以圖式及較佳具體實施例之詳細說明如後。In order to enable your reviewer to further understand the structure, features, purpose, and advantages of the present invention, drawings and detailed descriptions of preferred specific embodiments are attached as follows.

本發明的圖像數據處理方法係用以依一基礎模板產生複數個抖動模板以供一顯示器在一連續時間內顯示複數個不同的畫面,其原理在於:所述圖像數據處理方法係對該基礎模板進行一排列操作以產生一所述抖動模板,且所述排列操作包括:對該基礎模板進行一行置換操作及一列置換操作以產生所述的抖動模板,其中,該基礎模板和所述的抖動模板在由複數行和複數列所界定的平面中均分為左上區、右上區、左下區和右下區,所述的抖動模板的所述左上區的資料同於該基礎模板的所述右下區的資料,所述的抖動模板的所述右上區的資料同於該基礎模板的所述左下區的資料,所述的抖動模板的所述左下區的資料同於該基礎模板的所述右上區的資料,及所述的抖動模板的所述右下區的資料同於該基礎模板的所述左上區的資料。The image data processing method of the present invention is used to generate a plurality of dithering templates based on a basic template for a display to display a plurality of different pictures in a continuous time. The principle is that the image data processing method is based on the The basic template performs an arranging operation to generate the dithering template, and the arranging operation includes: performing a row permutation operation and a column permutation operation on the basic template to generate the dithering template, wherein the basic template and the dithering template The dithering template is divided into upper left area, upper right area, lower left area and lower right area in the plane defined by plural rows and plural columns. The data of the upper left area of the dithering template is the same as that of the basic template. The data in the lower right area, the data in the upper right area of the dither template is the same as the data in the lower left area of the basic template, and the data in the lower left area of the dither template is the same as the data in the basic template. The data in the upper right area and the data in the lower right area of the dither template are the same as the data in the upper left area of the basic template.

請參閱圖3A和圖3B,其顯示本發明之一種圖像數據處理方法的流程圖。本發明之圖像數據處理方法是應用在一應用處理器(影像信號處理器)之中,令該應用處理器可以依據一基礎模板而產生K-1個模板,從而利用該基礎模板和該K-1個模板對一連續時間內的K幀圖像數據分別執行一抖動運算處理。Please refer to FIG. 3A and FIG. 3B, which show a flowchart of an image data processing method of the present invention. The image data processing method of the present invention is applied in an application processor (image signal processor), so that the application processor can generate K-1 templates based on a basic template, so that the basic template and the K -1 templates respectively perform a dithering operation processing on K frames of image data in a continuous time.

值得說明的是,所述基礎模板為一二維陣列並具有M×N的一陣列尺寸,亦即本發明所採用的基礎模板為一M×N二維陣列,且K、M和N皆為正整數。更詳細地說明,各幀圖像數據之中的每個像素的灰階值皆包含一整數部份以及一小數部分,且該小數部分為L位元,L為正整數。舉例而言,該小數部分為4位元,則K的值為2 L=2 4=16。另一方面,M×N的值為2 L的整倍數,例如L=4,M=8且N=8,則M×N=8×8=64,而64/2 4=4。因此,所述基礎模板在此範例中為一8×8二維陣列。 It is worth noting that the basic template is a two-dimensional array and has an array size of M×N, that is, the basic template used in the present invention is an M×N two-dimensional array, and K, M, and N are all Positive integer. In more detail, the grayscale value of each pixel in each frame of image data includes an integer part and a decimal part, and the decimal part is L bits, and L is a positive integer. For example, if the fractional part is 4 bits, the value of K is 2 L =2 4 =16. On the other hand, the value of M×N is an integral multiple of 2 L , for example, L=4, M=8 and N=8, then M×N=8×8=64, and 64/2 4 =4. Therefore, the basic template is an 8×8 two-dimensional array in this example.

如圖3A所示,本發明之圖像數據處理方法用以對該基礎模板執行K-1次排列操作,所述且排列操作係首先執行步驟S1:決定一起始位置以對應該基礎模板之第y列第x行的位置,其中x和y皆為正整數。圖4A顯示本發明之圖像數據處理方法所採用的基礎模板的示圖。如圖4A所示,以起始位置為(x=3,y=4)為例,則該起始位置所對應的該基礎模板之第y列第x行的陣列數值為0(如虛線圓所圈選者)。繼續地,本發明之圖像數據處理方法即可接著執行步驟S2和步驟S3,從而依據如圖4A所示之基礎模板而產生第一個所述模板。As shown in FIG. 3A, the image data processing method of the present invention is used to perform K-1 arranging operations on the basic template. The arranging operation first executes step S1: determining a starting position to correspond to the first of the basic template. The position of the xth row in the y column, where x and y are both positive integers. FIG. 4A shows a diagram of a basic template used in the image data processing method of the present invention. As shown in Figure 4A, taking the starting position (x=3, y=4) as an example, the array value of the y-th column and the x-th row of the basic template corresponding to the starting position is 0 (such as the dotted circle Circled). Continuing, the image data processing method of the present invention can then perform step S2 and step S3, thereby generating the first template according to the basic template shown in FIG. 4A.

圖4B顯示依據圖4A所示之基礎模板所產生的一模板之示圖。請同時參閱圖4A和圖4B所示之8×8二維陣列。於本發明之圖像數據處理方法的步驟S2中,係將該基礎模板(圖4A)之第y列第x行的陣列數值(亦即,0)填入一空白模板(圖4B)之第0列第0行的位置,並將該基礎模板之第y列第x+1行至第y列第N-1行的陣列數值依序地填入該空白模板的第0列第1行至第0列第N-x-1行的位置,接著將該基礎模板之第y列第0行至第y列第x-1行的陣列數值依序地填入該空白模板的第0列第N-x行至第0列第N-1行的位置。更詳細地說明,前述基礎模板之第4列第3+1行至第4列第8-1行的陣列數值為1000,且該基礎模板之第4列第0行至第4列第3-1行的陣列數值為011。對照圖4B可輕易理解,該空白模板的第0列第1行至第0列第8-3-1行的陣列數值為1000,且該空白模板的第0列第8-3行至第0列第8-1行的陣列數值為011。FIG. 4B shows a diagram of a template generated based on the basic template shown in FIG. 4A. Please refer to the 8×8 two-dimensional array shown in Figure 4A and Figure 4B at the same time. In step S2 of the image data processing method of the present invention, the array value (that is, 0) in the y-th column and the x-th row of the basic template (FIG. 4A) is filled into the first of a blank template (FIG. 4B) The position of row 0 in column 0, and the array values from column y, row x+1 to column y, row N-1 of the basic template are sequentially filled into column 0, row 1 to row 1 of the blank template The position of the 0th column and the Nx-1th row, and then the array values from the yth column and the 0th row to the yth column and the x-1th row of the basic template are sequentially filled into the 0th column and Nxth row of the blank template To the position of column 0 and row N-1. In more detail, the array value in the fourth column, row 3+1 to column 4, row 8-1 of the aforementioned basic template is 1000, and the basic template in column 4, row 0 to column 4, row 3- The array value of 1 row is 011. It can be easily understood by referring to FIG. 4B that the array value in the 0th column, row 1 to column 0, and row 8-3-1 of the blank template is 1000, and the blank template in column 0, row 8-3 to row 0. The array value in row 8-1 of the column is 011.

繼續地,本發明之圖像數據處理方法接著執行步驟S3:將該基礎模板(圖4A)之第y+i列第x行的陣列數值填入該空白模板(圖4B)的第i列第0行的位置,並將該基礎模板之第y+i列第x+1行至第y+i列第N-1行的陣列數值依序地填入該空白模板的第i列第1行至第i列第N-x-1行的位置,接著將該基礎模板之第y+i列第0行至第y+i列第x-1行的陣列數值依序地填入該空白模板的第i列第N-x+1行至第i列第N-1行的位置。在一實施例中,i的初始值為1。因此,由圖4A可知該基礎模板(圖4A)之第4+1列第3行的陣列數值1,該基礎模板之第4+1列第3+1行至第4+1列第8-1行的陣列數值為0011,且該基礎模板之第4+1列第0行至第4+1列第3-1行的陣列數值為000。對照圖4B可輕易理解,該空白模板(圖4B)的第1列第0行的陣列數值為1,該空白模板的第1列第1行至第1列第8-3-1行的陣列數值為0011,且該空白模板的第1列第8-3+1行至第1列第8-1行的陣列數值為000。Continuing, the image data processing method of the present invention then executes step S3: fill the array value of the y+ith column and the xth row of the basic template (FIG. 4A) into the i-th column of the blank template (FIG. 4B) The position of row 0, and the array values from column y+i, row x+1 to column y+i, row N-1 of the basic template are sequentially filled in column i and row 1 of the blank template To the position of the Nx-1th row in the i-th column, and then fill in the array values from the y+ith column and the 0th row to the y+ith column and the x-1th row of the basic template in the blank template in sequence. The position from row N-x+1 in column i to row N-1 in column i. In one embodiment, the initial value of i is 1. Therefore, it can be seen from FIG. 4A that the array value of the 4+1 column and row 3 of the basic template (FIG. 4A) is 1, and the 4+1 column and row 3+1 of the basic template (FIG. 4A) are row 8 to column 4+1. The array value of 1 row is 0011, and the array value of the 4+1 column and row 0 to the 4+1 column and row 3-1 of the basic template is 000. It can be easily understood with reference to Figure 4B that the array value of the first column and row 0 of the blank template (Figure 4B) is 1, and the array of the first column and row 1 to the first column and row 8-3-1 of the blank template The value is 0011, and the array value in the first column and row 8-3+1 to the first column and row 8-1 of the blank template is 000.

接著,本發明之圖像數據處理方法繼續執行步驟S4:重複該步驟S3,直至y+i=M-1;其中,i的初始值為1,逐次加1。簡單地說,在4+3=8-1的情況下,該空白模板(圖4B)的第1列第0行至第3列第7行的所有位置都會依據前述規則被填入該基礎模板的對應位置之陣列數值。Then, the image data processing method of the present invention continues to perform step S4: repeat the step S3 until y+i=M-1; where the initial value of i is 1, and 1 is successively added. Simply put, in the case of 4+3=8-1, all positions in column 1 and row 0 to column 3 and row 7 of the blank template (Figure 4B) will be filled into the basic template according to the aforementioned rules The array value of the corresponding position.

繼續地,本發明之圖像數據處理方法接著執行步驟S5:將該基礎模板之第f列第x行的陣列數值填入該空白模板的第j列第0行的位置,並將該基礎模板之第f列第x+1行至第f列第N-1行的陣列數值依序地填入該空白模板的第j列第1行至第j列第N-x-1行的位置,接著將該基礎模板之第f列第0行至第f列第x-1行的陣列數值依序地填入該空白模板的第j列第N-x行至第j列第N-1行的位置。j的初始值等於y,且f的初始值等於0。更詳細地說明,該基礎模板之第0列第3行的陣列數值為0,該基礎模板之第0列第3+1行至第0列第8-1行的陣列數值為0101,且該基礎模板之第0列第0行至第0列第3-1行的陣列數值為010。對照圖4B可輕易理解,該空白模板的第4列第0行的陣列數值為0,該空白模板的第4列第1行至第4列第8-3-1行的陣列數值為0101,且該空白模板的第4列第8-3行至第4列第8-1行的陣列數值為010。Continuing, the image data processing method of the present invention then executes step S5: fill the array value of the f-th column and the x-th row of the basic template into the position of the jth column and the 0th row of the blank template, and add the basic template The array values in column f, row x+1 to column f, row N-1 are sequentially filled in the positions of column j, row 1 to column j, row Nx-1 of the blank template, and then The array values in the fth column and row 0 to the fth column and row x-1 of the basic template are sequentially filled in the positions of the jth column and row Nx to the jth column and row N-1 of the blank template. The initial value of j is equal to y, and the initial value of f is equal to zero. In more detail, the array value in column 0 and row 3 of the basic template is 0, and the array value in column 0, row 3+1 to column 0, row 8-1 of the basic template is 0101, and the The array value from column 0, row 0 to column 0, row 3-1 of the basic template is 010. 4B, it can be easily understood that the array value in the fourth column and row 0 of the blank template is 0, and the array value in the fourth column, row 1 to column 4, row 8-3-1 of the blank template is 0101. And the array value in the fourth column and row 8-3 to the fourth column and row 8-1 of the blank template is 010.

接著,本發明之圖像數據處理方法繼續執行步驟S6:重複該步驟S5,直至j=M-1;其中,j的初始值等於y且逐次加1,f的初始值等於0且逐次加1。簡單地說,在4=8-1的情況下,該空白模板(圖4B)的第4列第0行至第7列第7行的所有位置都會依據前述規則被填入該基礎模板的對應位置之陣列數值。應可理解,在完成步驟S1至步驟S6之後,即可獲得K-1個模板之中的第一個。Then, the image data processing method of the present invention continues to perform step S6: repeat the step S5 until j=M-1; where the initial value of j is equal to y and incremented by 1, and the initial value of f is equal to 0 and incremented by 1 . Simply put, in the case of 4=8-1, all positions in column 4, row 0 to column 7 and row 7 of the blank template (Figure 4B) will be filled in corresponding to the basic template according to the aforementioned rules The array value of the position. It should be understood that after completing steps S1 to S6, the first of the K-1 templates can be obtained.

為了接著獲得剩下的其它K-1-1個模板,本發明之圖像數據處理方法繼續執行步驟S7:重複該步驟S1至該步驟S6,直至產生所有模板。應可理解,在獲得所述基礎模板以及該K-1個模板之後,應用處理器便可以接著採用該基礎模板和該K-1個模板對一連續時間內的K幀圖像數據執行像素抖動處理。舉例而言,K為16,則應用處理器便使用該基礎模板對第1幀(Frm-0)圖像數據執行像素抖動處理,從而對第1幀(Frm-0)圖像數據之中的每個像素灰階數值進行取整數之作業。並且,應用處理器還使用該K-1個模板分別對第2幀(Frm-1)至第K幀(Frm-K-1)的圖像數據執行像素抖動處理。In order to obtain the remaining K-1-1 templates, the image data processing method of the present invention continues to perform step S7: repeat the step S1 to the step S6 until all the templates are generated. It should be understood that after obtaining the basic template and the K-1 templates, the application processor can then use the basic template and the K-1 templates to perform pixel dithering on K frames of image data in a continuous period of time. deal with. For example, if K is 16, the application processor uses the basic template to perform pixel dithering processing on the image data of the first frame (Frm-0), so as to perform pixel dithering processing on the image data of the first frame (Frm-0). The grayscale value of each pixel is rounded to an integer. In addition, the application processor also uses the K-1 templates to perform pixel dithering processing on the image data of the second frame (Frm-1) to the Kth frame (Frm-K-1), respectively.

簡單地說,在應用本發明之圖像數據處理方法的情況下,應用處理器可以依據一基礎模板而產生K-1個模板,從而利用該基礎模板和該K-1個模板用以分別對一連續時間內的K幀圖像數據執行像素抖動處理。換句話說,每一像素抖動處理循環係利用K組不同模板對連續的K幀圖像數據分別進行處理,藉此方式避免人眼在觀視該連續的K幀圖像數據的時候會出現固定的紋理(或圖案)。必須加以說明的是,前述說明係以K=2 4作為範例從而詳細解釋本發明之圖像數據處理方法的步驟流程。在可行的實施例中,隨著所述圖像數據之中的每個像素的小數部分(即,L位元)的不同,所採用的K=2 LSimply put, in the case of applying the image data processing method of the present invention, the application processor can generate K-1 templates according to a basic template, so that the basic template and the K-1 templates are used to respectively compare K frames of image data in a continuous period of time perform pixel dithering processing. In other words, each pixel dithering processing loop uses K sets of different templates to process the continuous K frames of image data separately, so as to prevent the human eyes from being fixed when viewing the continuous K frames of image data. The texture (or pattern). It must be noted that the foregoing description takes K= 24 as an example to explain in detail the steps of the image data processing method of the present invention. In a feasible embodiment, as the fractional part (ie, L bits) of each pixel in the image data is different, K=2 L is used .

如此,上述已完整且清楚地說明本發明之一種圖像數據處理方法;並且,經由上述可得知本發明具有下列優點:In this way, the above has completely and clearly explained an image data processing method of the present invention; and from the above, it can be known that the present invention has the following advantages:

(1)本發明揭示一種圖像數據處理方法,其用以應用在一應用處理器(影像信號處理器)之中,令該應用處理器可以依據一基礎模板而產生K-1個模板。並且,在像素灰階值所包含小數部分為4位元的情況下,用以儲存該基礎模板與該K-1個模板的記憶體空間只需8×8×(2 4-1)+(3+3)×15=1050 bits,達到大幅的節省存儲空間之具體效果。 (1) The present invention discloses an image data processing method, which is used in an application processor (image signal processor) so that the application processor can generate K-1 templates based on a basic template. Moreover, when the decimal part of the pixel grayscale value contains 4 bits, the memory space for storing the basic template and the K-1 templates only needs to be 8×8×(2 4 -1)+( 3+3)×15=1050 bits, which achieves the specific effect of greatly saving storage space.

(2)本發明同時提供一種顯示裝置,其具有一應用處理器用以執行如前所述本發明之之圖像數據處理方法。(2) The present invention also provides a display device with an application processor for executing the image data processing method of the present invention as described above.

(3)在一可行實施例中,前述本發明之顯示裝置係選自於由LCD顯示器、LED顯示器、OLED顯示器、Mini LED顯示器、和Micro LED顯示器所組成之群組的一種顯示器。(3) In a possible embodiment, the aforementioned display device of the present invention is a display selected from the group consisting of LCD display, LED display, OLED display, Mini LED display, and Micro LED display.

(4)在另一可行實施例中,本發明進一步提出一資訊處理裝置,該資訊處理裝置具有一中央處理單元及如前述之顯示裝置,其中,該中央處理單元係用以與所述之顯示裝置通信且該資訊處理裝置可為智慧型手機、平板電腦、筆記型電腦、一體式電腦、指紋式打卡裝置或門禁裝置。(4) In another possible embodiment, the present invention further provides an information processing device having a central processing unit and the aforementioned display device, wherein the central processing unit is used to interact with the display Device communication and the information processing device can be a smart phone, a tablet computer, a notebook computer, an all-in-one computer, a fingerprint punching device or an access control device.

必須加以強調的是,前述本案所揭示者乃為較佳實施例,舉凡局部之變更或修飾而源於本案之技術思想而為熟習該項技藝之人所易於推知者,俱不脫本案之專利權範疇。It must be emphasized that the foregoing disclosures in this case are preferred embodiments, and any partial changes or modifications that are derived from the technical ideas of this case and are easily inferred by those who are familiar with the art will not deviate from the patent of this case. Right category.

綜上所陳,本案無論目的、手段與功效,皆顯示其迥異於習知技術,且其首先發明合於實用,確實符合發明之專利要件,懇請  貴審查委員明察,並早日賜予專利俾嘉惠社會,是為至禱。In summary, regardless of the purpose, means and effects of this case, it is shown that it is very different from the conventional technology, and its first invention is practical, and it does meet the patent requirements of the invention. I implore the examiner to check it out and grant the patent as soon as possible. Society is for the best prayer.

<本發明><The present invention>

步驟S1:決定一起始位置以對應該基礎模板之第y列第x行的位置,其中x和y皆為正整數Step S1: Determine a starting position to correspond to the position of the yth column and the xth row of the basic template, where x and y are both positive integers

步驟S2:將該基礎模板之第y列第x行的陣列數值填入一空白模板之第0列第0行的位置,並將該基礎模板之第y列第x+1行至第y列第N-1行的陣列數值依序地填入該空白模板的第0列第1行至第0列第N-x-1行的位置,接著將該基礎模板之第y列第0行至第y列第x-1行的陣列數值依序地填入該空白模板的第0列第N-x行至第0列第N-1行的位置Step S2: Fill the array value of the yth column and the xth row of the basic template into the position of the 0th column and the 0th row of a blank template, and add the yth column and the x+1th row to the yth column of the basic template The array values of row N-1 are sequentially filled in the positions of column 0, row 1 to column 0, row Nx-1 of the blank template, and then column y, row 0 to row y of the basic template The array values of column x-1 and row are sequentially filled in the positions of column 0, row Nx to column 0, row N-1 of the blank template.

步驟S3:將該基礎模板之第y+i列第x行的陣列數值填入該空白模板的第i列第0行的位置,並將該基礎模板之第y+i列第x+1行至第y+i列第N-1行的陣列數值依序地填入該空白模板的第i列第1行至第i列第N-x-1行的位置,接著將該基礎模板之第y+i列第0行至第y+i列第x-1行的陣列數值依序地填入該空白模板的第i列第N-x+1行至第i列第N-1行的位置Step S3: Fill in the array value of column y+i and row x of the basic template into the position of column i and row 0 of the blank template, and fill in the position of column y+i and row x+1 of the basic template The array values from column y+i to row N-1 are sequentially filled in the positions of column i, row 1 to column i, row Nx-1 of the blank template, and then y+th row of the basic template The array values in column i, row 0 to column y+i, row x-1 are sequentially filled in the positions of column i, row N-x+1 to column i, row N-1 of the blank template.

步驟S4:重複該步驟S3S,直至y+i=M-1;其中,i的初始值為1,逐次加1Step S4: Repeat this step S3S until y+i=M-1; where the initial value of i is 1, and 1 is added successively

步驟S5:將該基礎模板之第f列第x行的陣列數值填入該空白模板的第j列第0行的位置,並將該基礎模板之第f列第x+1行至第f列第N-1行的陣列數值依序地填入該空白模板的第j列第1行至第j列第N-x-1行的位置,接著將該基礎模板之第f列第0行至第f列第x-1行的陣列數值依序地填入該空白模板的第j列第N-x行至第j列第N-1行的位置Step S5: Fill the array value of the fth column and the xth row of the basic template into the position of the jth column and the 0th row of the blank template, and add the fth column and row x+1 to the fth column of the basic template The array values of row N-1 are sequentially filled in the positions of column j, row 1 to column j, row Nx-1 of the blank template, and then column f, row 0 to row f of the basic template Column x-1 and row array values are sequentially filled in the positions of the jth column and Nxth row to jth column and N-1th row of the blank template

步驟S6:重複該步驟S5,直至j=M-1;其中,j的初始值等於y且逐次加1,f的初始值等於0且逐次加1Step S6: Repeat this step S5 until j=M-1; where the initial value of j is equal to y and incremented by 1, and the initial value of f is equal to 0 and incremented by 1

<習知><Acquaintances>

no

圖1A為示習知技術之完成位元寬度擴展處理的一圖像數據之中的一像素陣列的示圖; 圖1B為習知技術之用以執行像素抖動運算的一模板的示圖; 圖1C為習知技術之完成像素抖動運算的該圖像數據之中的該像素陣列的示圖; 圖2A至圖2H為現有技術所採用的8組不同模板的示圖; 圖3A和圖3B為本發明之一種圖像數據處理方法的流程圖; 圖4A為本發明之圖像數據處理方法所採用的基礎模板的示圖;以及 圖4B為依據圖4A所示之基礎模板所產生的一模板之示圖。 FIG. 1A is a diagram showing a pixel array in an image data that has completed bit width expansion processing in the prior art; FIG. FIG. 1B is a diagram of a template used for performing pixel dithering operations in the prior art; FIG. 1C is a diagram of the pixel array in the image data after the pixel dithering operation is completed in the prior art; FIG. 2A to 2H are diagrams of 8 groups of different templates used in the prior art; 3A and 3B are flowcharts of an image data processing method of the present invention; 4A is a diagram of a basic template used in the image data processing method of the present invention; and FIG. 4B is a diagram of a template generated based on the basic template shown in FIG. 4A.

步驟S1:決定一起始位置以對應該基礎模板之第y列第x行的位置,其中x和y皆為正整數 Step S1: Determine a starting position to correspond to the position of the yth column and the xth row of the basic template, where x and y are both positive integers

步驟S2:將該基礎模板之第y列第x行的陣列數值填入一空白模板之第0列第0行的位置,並將該基礎模板之第y列第x+1行至第y列第N-1行的陣列數值依序地填入該空白模板的第0列第1行至第0列第N-x-1行的位置,接著將該基礎模板之第y列第0行至第y列第x-1行的陣列數值依序地填入該空白模板的第0列第N-x行至第0列第N-1行的位置 Step S2: Fill the array value of the yth column and the xth row of the basic template into the position of the 0th column and the 0th row of a blank template, and add the yth column and the x+1th row to the yth column of the basic template The array values of row N-1 are sequentially filled in the positions of column 0, row 1 to column 0, row Nx-1 of the blank template, and then column y, row 0 to row y of the basic template The array values of column x-1 and row are sequentially filled in the positions of column 0, row Nx to column 0, row N-1 of the blank template.

步驟S3:將該基礎模板之第y+i列第x行的陣列數值填入該空白模板的第i列第0行的位置,並將該基礎模板之第y+i列第x+1行至第y+i列第N-1行的陣列數值依序地填入該空白模板的第i列第1行至第i列第N-x-1行的位置,接著將該基礎模板之第y+i列第0行至第y+i列第x-1行的陣列數值依序地填入該空白模板的第i列第N-x+1行至第i列第N-1行的位置 Step S3: Fill in the array value of column y+i and row x of the basic template into the position of column i and row 0 of the blank template, and fill in the position of column y+i and row x+1 of the basic template The array values from column y+i to row N-1 are sequentially filled in the positions of column i, row 1 to column i, row Nx-1 of the blank template, and then y+th row of the basic template The array values in column i, row 0 to column y+i, row x-1 are sequentially filled in the positions of column i, row N-x+1 to column i, row N-1 of the blank template.

步驟S4:重複該步驟S3S,直至y+i=M-1;其中,i的初始值為1,逐次加1 Step S4: Repeat this step S3S until y+i=M-1; where the initial value of i is 1, and 1 is added successively

Claims (7)

一種圖像數據處理方法,用以依一基礎模板產生K-1個模板,從而利用該基礎模板和該K-1個模板對一連續時間內的K幀圖像數據分別執行一抖動運算處理,其中該基礎模板為一二維陣列並具有M×N的陣列尺寸,且K、M和N皆為正整數;其特徵在於,所述圖像數據處理方法包括對該基礎模板執行K-1次排列操作,且所述排列操作包括:決定一起始位置以對應該基礎模板之第y列第x行的位置,其中x和y皆為正整數;將該基礎模板之第y列第x行的陣列數值填入一空白模板之第0列第0行的位置,並將該基礎模板之第y列的第x+1行至第N-1行的陣列數值依序地填入該空白模板的第0列的第1行至第N-x-1行的位置,接著將該基礎模板之第y列的第0行至第x-1行的陣列數值依序地填入該空白模板的第0列的第N-x行至第N-1行的位置;將該基礎模板之第y+i列第x行的陣列數值填入該空白模板的第i列第0行的位置,並將該基礎模板之第y+i列的第x+1行至第N-1行的陣列數值依序地填入該空白模板的第i列的第1行至第N-x-1行的位置,接著將該基礎模板之第y+i列的第0行至第x-1行的陣列數值依序地填入該空白模板的第i列的第N-x+1行至第N-1行的位置;重複前一步驟直至y+i=M-1,其中,i的初始值為1,逐次加1;將該基礎模板之第f列第x行的陣列數值填入該空白模板的第j列第0行的位置,並將該基礎模板之第f列的第x+1行至第N-1行的陣列數值依序地填入該空白模板的第j列的第1行至第N-x-1行的位置,接著將該基礎模板之第f列的第0行至第x-1行的陣列數值依序地填入該空白模板的第j列的第N-x行至第N-1行的位置;以及重複前一步驟直至j=M-1,其中,j的初始值等於y且逐次加1,f的初始值等於0且逐次加1; 其中,各所述圖像數據之中的每個像素的灰階值皆包含一整數部份以及一小數部分,該小數部分為L位元,L為正整數,且所述K的值為2LAn image data processing method is used to generate K-1 templates based on a basic template, thereby using the basic template and the K-1 templates to perform a dithering operation on K frames of image data in a continuous period of time, The basic template is a two-dimensional array and has an array size of M×N, and K, M, and N are all positive integers; it is characterized in that the image data processing method includes performing K-1 times on the basic template Arranging operation, and the arranging operation includes: determining a starting position to correspond to the position of the yth column and the xth row of the basic template, where x and y are both positive integers; the yth column and the xth row of the basic template The array value is filled in the position of the 0th column and the 0th row of a blank template, and the array values from the x+1th row to the N-1th row of the yth column of the basic template are sequentially filled into the blank template The positions from row 1 to row Nx-1 of column 0, and then the array values from row 0 to row x-1 of column y of the basic template are sequentially filled into column 0 of the blank template The position from row Nx to row N-1 of the basic template; the array value of column y+i and row x of the basic template is filled into the position of row 0 of the ith column of the blank template, and the position of the basic template The array values from row x+1 to row N-1 of column y+i are sequentially filled in the positions of row 1 to row Nx-1 of column i of the blank template, and then the basic template The array values from row 0 to row x-1 of column y+i are sequentially filled in the positions from row N-x+1 to row N-1 of column i of the blank template; before repeating One step until y+i=M-1, where the initial value of i is 1, and 1 is successively added; the array value of the fth column and the xth row of the basic template is filled into the jth column and the 0th row of the blank template And fill in the array values from row x+1 to row N-1 of column f of the basic template into row 1 to row Nx-1 of column j of the blank template in sequence Position, and then sequentially fill in the array values from row 0 to row x-1 of column f of the basic template into the position of row Nx to row N-1 of column j of the blank template; and Repeat the previous step until j=M-1, where the initial value of j is equal to y and incremented by 1, and the initial value of f is equal to 0 and incremented by 1; wherein, the value of each pixel in each of the image data The grayscale values all include an integer part and a fractional part, the fractional part is L bits, L is a positive integer, and the value of K is 2 L. 如申請專利範圍第1項所述之圖像數據處理方法,其中所述M×N的值為2L的整倍數。 The image data processing method of the first patent item range, wherein the value of an M × N is an integer multiple of 2 L. 一種圖像數據處理方法,用以依一基礎模板產生複數個抖動模板以供一顯示器在一連續時間內顯示複數個不同的畫面,其特徵在於所述圖像數據處理方法係對該基礎模板進行一排列操作以產生一所述抖動模板,且所述排列操作包括:對該基礎模板進行一行置換操作及一列置換操作以產生所述的抖動模板,其中,該基礎模板和所述的抖動模板在由複數行和複數列所界定的平面中均分為左上區、右上區、左下區和右下區,所述的抖動模板的所述左上區的資料同於該基礎模板的所述右下區的資料,所述的抖動模板的所述右上區的資料同於該基礎模板的所述左下區的資料,所述的抖動模板的所述左下區的資料同於該基礎模板的所述右上區的資料,及所述的抖動模板的所述右下區的資料同於該基礎模板的所述左上區的資料。 An image data processing method for generating a plurality of dithering templates according to a basic template for a display to display a plurality of different pictures in a continuous time, characterized in that the image data processing method is performed on the basic template An arranging operation to generate the dithering template, and the arranging operation includes: performing a row permutation operation and a column permutation operation on the basic template to generate the dithering template, wherein the basic template and the dithering template are The plane defined by the plural rows and plural columns is divided into upper left area, upper right area, lower left area, and lower right area. The data of the upper left area of the dither template is the same as the lower right area of the basic template The data in the upper right area of the dither template is the same as the data in the lower left area of the basic template, and the data in the lower left area of the dither template is the same as the upper right area of the basic template And the data in the lower right area of the dither template are the same as the data in the upper left area of the basic template. 一種顯示裝置,其具有一應用處理器用以執行如申請專利範圍第1項至第3項中之任一項所述之圖像數據處理方法。 A display device having an application processor for executing the image data processing method as described in any one of items 1 to 3 of the scope of the patent application. 如申請專利範圍第4項所述之顯示裝置,其係選自於由LCD顯示器、LED顯示器、OLED顯示器、Mini LED顯示器、和Micro LED顯示器所組成之群組的一種顯示器。 The display device described in item 4 of the scope of patent application is a display selected from the group consisting of LCD display, LED display, OLED display, Mini LED display, and Micro LED display. 一種資訊處理裝置,其具有一中央處理單元及如申請專利範圍第4項所述之顯示裝置,其中,該中央處理單元係用以與所述之顯示裝置通信。 An information processing device has a central processing unit and the display device as described in item 4 of the scope of patent application, wherein the central processing unit is used to communicate with the display device. 如申請專利範圍第6項所述之資訊處理裝置,其係選自於由智慧型手機、平板電腦、筆記型電腦、一體式電腦、指紋式打卡裝置、和門禁裝置所組成之群組的一種電子裝置。The information processing device described in item 6 of the scope of patent application is selected from the group consisting of smart phones, tablet computers, notebook computers, all-in-one computers, fingerprint punching devices, and access control devices Electronic device.
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CN102214434A (en) * 2010-09-30 2011-10-12 四川虹欧显示器件有限公司 Method and device for processing images
CN103943056A (en) * 2008-02-13 2014-07-23 高通Mems科技公司 Multi-level Stochastic Dithering With Noise Mitigation Via Sequential Template Averaging

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CN103943056A (en) * 2008-02-13 2014-07-23 高通Mems科技公司 Multi-level Stochastic Dithering With Noise Mitigation Via Sequential Template Averaging
CN102214434A (en) * 2010-09-30 2011-10-12 四川虹欧显示器件有限公司 Method and device for processing images

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