TWI414180B - Apparatus and method for contrast enhancement - Google Patents

Apparatus and method for contrast enhancement Download PDF

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TWI414180B
TWI414180B TW97111979A TW97111979A TWI414180B TW I414180 B TWI414180 B TW I414180B TW 97111979 A TW97111979 A TW 97111979A TW 97111979 A TW97111979 A TW 97111979A TW I414180 B TWI414180 B TW I414180B
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contrast
curve
function
linear
contrast enhancement
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TW97111979A
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TW200943944A (en
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Miaohong Shi
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Himax Imaging Inc
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Abstract

Apparatus and method for contrast enhancement are disclosed. An adjustable blending unit is utilized for adjustably blending a linear contrast function with a nonlinear contrast function, thereby resulting in an adjustable contrast curve. The nonlinear contrast function is adjustable by a blending parameter such that distance of the contrast curve to linear contrast curve may be changed.

Description

對比增強裝置及方法Contrast enhancement device and method

本發明係有關於對比增強(contrast enhancement),特別是使用可調(adjustable)及可適(adaptable)轉換函數之對比增強。The present invention relates to contrast enhancement, particularly contrast enhancement using an adjustable and adaptable transfer function.

對比增強為一種重要的數位影像處理,通常係用以改善不良強度(intensity)分佈之影像的視覺品質。例如,一個褪色的影像,其強度的分佈會侷限於一部份的灰階值。Contrast enhancement is an important digital image processing that is often used to improve the visual quality of images with poor intensity distribution. For example, a faded image whose intensity distribution is limited to a portion of the grayscale value.

傳統的色譜等化(histogram equalization)方法常用以重新分配或等化整個影像的色譜曲線。然而,由於其需要大量的計算,因此是一種耗時緩慢的運算方法。二元(binary)對比增強或臨界法(thresholding)也是傳統的對比增強方法之一。在此方法中,所有小於臨界值的亮度值被設為黑(0),而所有大於臨界值的亮度值則被設為白(255)。由於二元對比增強方法產生極為高對比的影像,因此其應用受到限制,例如用於辨識影像中物件的輪 廓或形狀。鑑於此,一般的對比增強係使用較不陡峻的轉換曲線。Traditional chromatographic equalization methods are often used to redistribute or equalize the chromatographic curve of the entire image. However, because it requires a lot of calculations, it is a slow and time-consuming operation. Binary contrast enhancement or thresholding is also one of the traditional contrast enhancement methods. In this method, all luminance values less than the threshold are set to black (0), and all luminance values greater than the threshold are set to white (255). Because the binary contrast enhancement method produces extremely high contrast images, its application is limited, such as the wheel used to identify objects in the image. Profile or shape. In view of this, the general contrast enhancement uses a less steep transition curve.

查表(lookup table)方式也是傳統對比增強的常用方式之一。然而,此查表方式需要相當大的記憶空間,且自記憶體讀取資料時需要耗用許多的讀取週期。片段式線性近似法(piecewise linear approximation)是傳統對比增強的另一種常用方式。然而,此種方式需要許多的暫存器以儲存片段之端點(end points),且容易產生近似誤差。The lookup table method is also one of the common ways of traditional contrast enhancement. However, this method of looking up requires a considerable amount of memory space, and it takes a lot of read cycles to read data from the memory. Piecewise linear approximation is another common way of traditional contrast enhancement. However, this approach requires a lot of registers to store the end points of the segments and is prone to approximation errors.

因此,亟需提出一種快速且簡便方式來進行對比增強。Therefore, there is a need for a quick and easy way to perform contrast enhancement.

鑑於上述,本發明的目的之一為提供一種快速且簡便的對比增強方式。此種對比增強方法及其轉換曲線所需之計算遠比傳統方法來得少。再者,使用者也可方便地縮放(scale)轉換曲線之形狀,調整其強度(strength),且可改變其臨界點(或轉換點(transitional point))。In view of the above, it is an object of the present invention to provide a quick and easy way of contrast enhancement. The calculations required for such contrast enhancement methods and their conversion curves are much less than those of conventional methods. Furthermore, the user can conveniently scale the shape of the conversion curve, adjust its strength, and change its critical point (or transitional point).

根據本發明實施例,使用一可調混合單元以混合線性對比函數與非線性對比函數,因而形成一可調對比曲線。該非線性對比函數可藉由混合參數來作調整,使得對比曲線至線性對比曲線之距離得以改變。該對比曲線還可藉由強度參數來作調整,使得對比曲線之轉換點或臨界點受到改變。In accordance with an embodiment of the invention, an adjustable mixing unit is used to mix the linear contrast function with the nonlinear contrast function, thereby forming an adjustable contrast curve. The nonlinear contrast function can be adjusted by mixing parameters such that the distance from the contrast curve to the linear contrast curve is changed. The contrast curve can also be adjusted by the intensity parameter such that the transition point or critical point of the contrast curve is changed.

第一圖之方塊圖顯示本發明實施例之一的對比增強(contrast enhancement)裝置100,第二圖則顯示本發明實施例之對比增強方法200。本實施例之裝置100及方法200係用以改善不良強度(intensity)分佈之影像的視覺品質。本實施例使用8位元來表示亮度值,因此總共有256灰階(亦即,0至255)。然而,也可根據特定系統設計需求而使用其他的位元數。The block diagram of the first diagram shows a contrast enhancement device 100 in accordance with one embodiment of the present invention, and the second diagram shows a contrast enhancement method 200 in accordance with an embodiment of the present invention. The apparatus 100 and method 200 of the present embodiment are used to improve the visual quality of images with poor intensity distribution. This embodiment uses 8-bit to represent the luminance value, so there are a total of 256 gray levels (i.e., 0 to 255). However, other bit numbers can also be used depending on the specific system design requirements.

在本實施例中,對比增強轉換函數定義如下: Y”=Y+(Y’-Y)*b (2) a=round(avgBrightness*p) (3) 其中,Y代表輸入像素之亮度值(或luma值),Y’代表基本(base)對比曲線的輸出值,Y”代表輸出像素之亮度值,p為定義對比增強之強度(strength)參數,及b為定義對比增強曲線至線性對比增強曲線之接近度(closeness)的參數。In this embodiment, the contrast enhancement conversion function is defined as follows: Y"=Y+(Y'-Y)*b (2) a=round(avgBrightness*p) (3) where Y represents the luminance value (or luma value) of the input pixel, and Y' represents the base contrast curve. The output value, Y" represents the luminance value of the output pixel, p is the strength parameter defining the contrast enhancement, and b is the parameter defining the closeness of the contrast enhancement curve to the linear contrast enhancement curve.

第(3)式中的avgBrightness代表目前影像的平均亮度值。在本實施例中,於步驟20(第二圖)中,針對整個影像圖框或欲進行對比增強之影像視窗部分的像素,以可適(adaptable)亮度值單元10(第一圖)來取得平均亮度值。在本說明書中,”單元”一詞可用以指電路、程式片段或其組合。此平均亮度值藉由亮度值”a”以影響式(1)的輸出值Y’,並進一步影響式(2)的Y”。裝置100及方法200可調適地(adaptable)針對變化之平均亮度值以自動改變其對比增強。此可適性尤其在裝置100係從不同影像裝置輸入不同平均亮度之影像時特別有用。The avgBrightness in the equation (3) represents the average luminance value of the current image. In this embodiment, in step 20 (second figure), the pixels of the entire image frame or the image window portion to be contrast-enhanced are obtained by an adaptable brightness value unit 10 (first image). Average brightness value. In this specification, the term "unit" can be used to refer to a circuit, a program segment, or a combination thereof. The average luminance value is influenced by the luminance value "a" to affect the output value Y' of the equation (1), and further affects the Y" of the equation (2). The apparatus 100 and the method 200 adaptively (adaptable) the average luminance for the variation The value is automatically changed by its contrast enhancement. This suitability is especially useful when the device 100 is input images of different average brightness from different imaging devices.

藉由步驟21至22對亮度值”a”作進一步調整。其中,於步驟21中,當需要調整對比增強之強度時,以步驟22取得強度參數p或由使用者輸入此參數,並傳送至可適 (adaptable)亮度值單元10。在本實施例中,係使用式(3)將平均亮度值(avgBrightness)乘以強度參數p。式(3)中的運算子”round”係進行數學捨入(rounding)運算。然而,如果裝置100係為非整數系統,則捨入運算即可省略。至於強度參數p對於對比增強之影響將於後面詳述。The luminance value "a" is further adjusted by steps 21 to 22. Wherein, in step 21, when it is necessary to adjust the intensity of the contrast enhancement, the intensity parameter p is obtained in step 22 or input by the user, and transmitted to the appropriate (adaptable) luminance value unit 10. In the present embodiment, the average luminance value (avgBrightness) is multiplied by the intensity parameter p using equation (3). The operator "round" in equation (3) performs a mathematical rounding operation. However, if the device 100 is a non-integer system, the rounding operation can be omitted. The effect of the intensity parameter p on contrast enhancement will be detailed later.

式(1)中的Y’函數代表一基本(base)對比曲線(步驟23及方塊12),其對應至第三圖中b=1之對比曲線。式(2)中的Y”函數代表一般對比曲線,其係由線性部分Y及非線性部分(Y’-Y)所組合或混合(blend)而成。函數Y”之混合(步驟25)係將非線性部分(Y’-Y)乘以一混合參數b,其可由使用者輸入(步驟24)至可調混合單元14中。當b=1時,一般對比曲線Y”即變為基本對比曲線Y’;當b=0時,一般對比曲線Y”即變為線性對比曲線。如第三圖所示,對比曲線Y”(b≠0)至線性對比曲線(b=0,亦即,未作任何對比增強)之距離會隨混合參數b之增加而增加,反之,則隨混合參數b之減小而減小。第三圖也顯示出各對比曲線會收斂於兩端(亦即圖例中的0和255),且所有對比曲線具有相同的轉換點”a”。每一對比曲線包含一第一曲線,其具有面對線性對比曲線之第一方向;且包含 一第二曲線,其具有面對線性對比曲線之第二方向,其中第二方向大致相反於第一方向。The Y' function in equation (1) represents a base contrast curve (steps 23 and 12), which corresponds to the contrast curve of b=1 in the third graph. The Y" function in the formula (2) represents a general contrast curve which is combined or blended by the linear portion Y and the nonlinear portion (Y'-Y). The mixing of the function Y" (step 25) is The non-linear portion (Y'-Y) is multiplied by a mixing parameter b, which can be input (step 24) by the user into the adjustable mixing unit 14. When b = 1, the general comparison curve Y" becomes the basic contrast curve Y'; when b = 0, the general comparison curve Y" becomes the linear contrast curve. As shown in the third figure, the distance from the comparison curve Y"(b≠0) to the linear contrast curve (b=0, that is, without any contrast enhancement) increases with the increase of the mixing parameter b, and vice versa. The mixing parameter b decreases and decreases. The third graph also shows that each comparison curve converges to both ends (ie, 0 and 255 in the legend), and all of the comparison curves have the same transition point "a". The comparison curve includes a first curve having a first direction facing the linear contrast curve; and including A second curve having a second direction facing the linear contrast curve, wherein the second direction is substantially opposite to the first direction.

如前所述,基本對比曲線為亮度值”a”的函數,而當選擇強度調整時,亮度值”a”又為強度參數p的函數。第四圖顯示各種強度參數p所相對應的對比曲線。對比曲線Y”的強度隨強度參數p之增加而增加,反之,強度隨強度參數p之減小而減小。在本實施例中,大於1的參數p使得對比增強變得更強勢(aggressive)或較大強度,而小於1的參數p使得對比增強變得較不強勢或較小強度。As previously mentioned, the basic contrast curve is a function of the luminance value "a", and when the intensity adjustment is selected, the luminance value "a" is again a function of the intensity parameter p. The fourth graph shows the contrast curves corresponding to the various intensity parameters p. The intensity of the contrast curve Y" increases as the intensity parameter p increases, whereas the intensity decreases as the intensity parameter p decreases. In the present embodiment, the parameter p greater than 1 makes the contrast enhancement become more aggressive (aggressive). Or a larger intensity, while a parameter p of less than 1 makes the contrast enhancement less intense or less intense.

藉此,本發明實施例提出一種快速且簡便以進行對比增強的裝置及方法。本發明實施例所揭露之對比增強及其對比曲線所需之計算量遠比傳統對比增強方法來得少。再者,使用者也可方便地縮放(scale)對比曲線之形狀並調整其強度。另外,在本實施例中,使用單一的6位元暫存器即足以同時儲存混合參數b及強度參數p。本發明實施例之裝置及方法可調適地(adaptable)針對變化之平均亮度值以自動改變其對比增強。Accordingly, the embodiments of the present invention provide an apparatus and method that are fast and simple to perform contrast enhancement. The amount of calculation required for the contrast enhancement and its contrast curve disclosed in the embodiments of the present invention is much less than that of the conventional contrast enhancement method. Furthermore, the user can conveniently scale and adjust the intensity of the contrast curve. In addition, in the present embodiment, the use of a single 6-bit register is sufficient to simultaneously store the mixing parameter b and the intensity parameter p. The apparatus and method of an embodiment of the present invention adaptably adjusts the contrast enhancement for the varying average brightness value.

以上所述僅為本發明之較佳實施例而已,並非用以限定本發明之申請專利範圍;凡其它未脫離發明所揭示之精神下所完成之等效改變或修飾,均應包含在下述之申請專利範圍內。The above description is only the preferred embodiment of the present invention, and is not intended to limit the scope of the present invention; all other equivalent changes or modifications which are not departing from the spirit of the invention should be included in the following Within the scope of the patent application.

100‧‧‧對比增強裝置100‧‧‧ contrast enhancement device

10‧‧‧可適(adaptable)亮度值單元10‧‧‧adaptable brightness value unit

12‧‧‧基本對比曲線12‧‧‧Basic comparison curve

14‧‧‧可調混合14‧‧‧Adjustable mixing

200‧‧‧對比增強方法200‧‧‧ contrast enhancement method

20-25‧‧‧對比增強方法之步驟20-25‧‧‧Steps to compare enhancement methods

第一圖之方塊圖顯示本發明實施例之一的對比增強裝置。The block diagram of the first figure shows a contrast enhancement apparatus according to one embodiment of the present invention.

第二圖顯示本發明實施例之對比增強方法。The second figure shows a contrast enhancement method of an embodiment of the present invention.

第三圖顯示各種混合參數所相對應的對比曲線。The third graph shows the corresponding curves for the various mixing parameters.

第四圖顯示各種強度參數所相對應的對比曲線。The fourth graph shows the contrast curves for the various intensity parameters.

100‧‧‧對比增強裝置100‧‧‧ contrast enhancement device

10‧‧‧可適(adaptable)亮度值單元10‧‧‧adaptable brightness value unit

12‧‧‧基本對比曲線12‧‧‧Basic comparison curve

14‧‧‧可調混合14‧‧‧Adjustable mixing

Claims (16)

一種對比增強裝置,包含一可調混合電路,藉由混合一線性對比函數與一非線性對比函數,以形成一可調對比曲線;其中上述之非線性對比函數包含一基本對比函數與該線性對比函數之差,其中該基本對比函數定義一基本對比曲線;其中上述之基本對比函數為影像平均亮度值之函數。 A contrast enhancement device comprising an adjustable mixing circuit for mixing a linear contrast function and a nonlinear contrast function to form an adjustable contrast curve; wherein the nonlinear contrast function comprises a basic contrast function and the linear contrast The difference between the functions, wherein the basic contrast function defines a basic contrast curve; wherein the basic contrast function is a function of the average brightness value of the image. 如申請專利範圍第1項所述之對比增強裝置,其中上述之非線性對比函數係可調整的。 The contrast enhancement device of claim 1, wherein the nonlinear contrast function described above is adjustable. 如申請專利範圍第2項所述之對比增強裝置,其中上述之非線性對比函數係藉由混合參數來調整,使得對比曲線至線性對比曲線之距離得以改變,其中該線性對比曲線代表一未受任何對比增強之函數。 The contrast enhancement device of claim 2, wherein the nonlinear contrast function is adjusted by mixing parameters such that the distance from the contrast curve to the linear contrast curve is changed, wherein the linear contrast curve represents an unacceptable Any contrast enhancement function. 如申請專利範圍第3項所述之對比增強裝置,其中上述之對比函數定義一第一曲線,其具有面對該線性對比曲線之第一方向;及一第二曲線,其具有面對該線性對比曲線之第二方向,其中該第二方向大致相反於該第一方向。 The contrast enhancement device of claim 3, wherein the contrast function defines a first curve having a first direction facing the linear contrast curve; and a second curve having a linear orientation A second direction of the contrast curve, wherein the second direction is substantially opposite to the first direction. 如申請專利範圍第1項所述之對比增強裝置,其中上述之影像平均亮度值係為可調整的。 The contrast enhancement device of claim 1, wherein the image average brightness value is adjustable. 如申請專利範圍第5項所述之對比增強裝置,其中上述之影像平均亮度值藉由一強度參數來調整,使得該對比曲線之轉換點受到改變。 The contrast enhancement device of claim 5, wherein the image average brightness value is adjusted by an intensity parameter such that a transition point of the comparison curve is changed. 如申請專利範圍第1項所述之對比增強裝置,其中上述之基本對比函數為: 其中,Y’代表該基本對比曲線的輸出值,Y代表輸入像素之亮度值,其中,a=round(avgBrightness*p),avgBrightness代表影像的平均亮度值,round為數學捨入(rounding)運算,且p代表對比增強之強度參數。The contrast enhancement device of claim 1, wherein the basic comparison function is: Where Y' represents the output value of the basic contrast curve, Y represents the brightness value of the input pixel, where a=round(avgBrightness*p), avgBrightness represents the average brightness value of the image, and round is a mathematical rounding operation. And p represents the intensity parameter of the contrast enhancement. 如申請專利範圍第7項所述之對比增強裝置,其中上述之對比曲線可表示為:Y”=Y+(Y’-Y)*b 其中,Y”代表輸出像素之亮度值,且b為定義對比曲線至線性對比曲線之接近度(closeness)的參數,其中該線性對比曲線代表一未受任何對比增強之函數;其中,上述Y代表該線性對比函數,且(Y’-Y)代表該非線性對比函數。 The contrast enhancement device of claim 7, wherein the above comparison curve can be expressed as: Y" = Y + (Y' - Y) * b Wherein Y" represents the luminance value of the output pixel, and b is a parameter defining a closeness of the contrast curve to the linear contrast curve, wherein the linear contrast curve represents a function that is not subjected to any contrast enhancement; wherein the above Y represents The linear contrast function, and (Y'-Y) represents the nonlinear contrast function. 一種對比增強方法,設於一電路中,用以執行以下步驟:藉由混合一線性對比函數與一非線性對比函數,以形成一可調對比曲線;其中上述之非線性對比函數包含一基本對比函數與該線性對比函數之差,其中該基本對比函數定義一基本對比曲線;其中上述之基本對比函數為影像平均亮度值之函數。 A contrast enhancement method is provided in a circuit for performing the following steps: forming a tunable contrast curve by mixing a linear contrast function and a nonlinear contrast function; wherein the nonlinear contrast function includes a basic contrast The difference between the function and the linear contrast function, wherein the basic contrast function defines a basic contrast curve; wherein the basic contrast function is a function of the average brightness value of the image. 如申請專利範圍第9項所述之對比增強方法,其中上述之非線性對比函數係可調整的。 The contrast enhancement method of claim 9, wherein the nonlinear comparison function is adjustable. 如申請專利範圍第10項所述之對比增強方法,更包含一步驟,藉由混合參數來調整該非線性對比函數,使得對比曲線至線性對比曲線之距離得以改變,其中該線性對比曲線代表一未受任何對比增強之函數。 The contrast enhancement method according to claim 10, further comprising a step of adjusting the nonlinear contrast function by mixing parameters such that the distance from the contrast curve to the linear contrast curve is changed, wherein the linear contrast curve represents a A function that is enhanced by any contrast. 如申請專利範圍第11項所述之對比增強方法,其中上述之對比函數定義一第一曲線,其具有面對該線性對比曲線之第一方向;及一第二曲線,其具有面對該線性對比曲線之第二方向,其中該第二方向大致相反於該第一方向。 The contrast enhancement method of claim 11, wherein the contrast function defines a first curve having a first direction facing the linear contrast curve; and a second curve having a linear orientation A second direction of the contrast curve, wherein the second direction is substantially opposite to the first direction. 如申請專利範圍第9項所述之對比增強方法,其中上述之影像平均亮度值係為可調整的。 The contrast enhancement method of claim 9, wherein the image average brightness value is adjustable. 如申請專利範圍第13項所述之對比增強方法,更包含一步驟,藉由一強度參數來調整該影像平均亮度值,使得該對比曲線之轉換點受到改變。 The contrast enhancement method according to claim 13 further includes a step of adjusting an average brightness value of the image by an intensity parameter such that a conversion point of the comparison curve is changed. 如申請專利範圍第9項所述之對比增強方法,其中上述之基本對比函數為: 其中,Y’代表該基本對比曲線的輸出值,Y代表輸入像素之亮度值,其中,a=round(avgBrightness*p),avgBrightness代表影像的平均亮度值,round為數學捨入(rounding)運算,且p代表對比增強之強度參數。A contrast enhancement method as described in claim 9 wherein the basic comparison function is: Where Y' represents the output value of the basic contrast curve, Y represents the brightness value of the input pixel, where a=round(avgBrightness*p), avgBrightness represents the average brightness value of the image, and round is a mathematical rounding operation. And p represents the intensity parameter of the contrast enhancement. 如申請專利範圍第15項所述之對比增強方法,其中上述之對比曲線可表示為:Y”=Y+(Y’-Y)*b其中,Y”代表輸出像素之亮度值,且b為定義對比曲線至線性對比曲線之接近度(closeness)的參數,其中該線性對比曲線代表一未受任何對比增強之函數;其中,上述Y代表該線性對比函數,且(Y’-Y)代表該非線性對比函數。The contrast enhancement method according to claim 15, wherein the comparison curve can be expressed as: Y"=Y+(Y'-Y)*b, where Y" represents the luminance value of the output pixel, and b is a definition a parameter comparing the curve to the closeness of the linear contrast curve, wherein the linear contrast curve represents a function that is not subjected to any contrast enhancement; wherein Y represents the linear contrast function, and (Y'-Y) represents the nonlinearity Comparison function.
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Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20020008784A1 (en) * 2000-03-14 2002-01-24 Yoshinari Shirata Video processing method and device
US20020186387A1 (en) * 2000-03-31 2002-12-12 Moroney Nathan M. Local color correction
US20050128496A1 (en) * 2003-12-11 2005-06-16 Xerox Corporation Spatially varying luminance compression gamut mapping system and method

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20020008784A1 (en) * 2000-03-14 2002-01-24 Yoshinari Shirata Video processing method and device
US20020186387A1 (en) * 2000-03-31 2002-12-12 Moroney Nathan M. Local color correction
US20050128496A1 (en) * 2003-12-11 2005-06-16 Xerox Corporation Spatially varying luminance compression gamut mapping system and method

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