Abstract:
A solution is proposed that performs global histogramming of pre-regionally-enhanced pixel values accounting for inter-regional illumination contributions to verify that over-saturation of an image is prevented. According to an embodiment, pixel values that have been regionally enhanced—that is, with applied gains calculated for the respective regions—are further added to illumination values corresponding to the pixel values, with the resultant summed pixel values being histogrammed again to determine the amount of over-saturated pixels. An over-abundance of over-saturated pixels results in a calculation of a global modifier applied to each pixel to reduce the number of over-saturated pixels below an acceptable threshold.

Description:
RELATED APPLICATIONS 
     This application is related to co-pending application Ser. No. 13/857,061, entitled “Per Pixel Mapping for Image Enhancement,” and Ser. No. 13/857,079, entitled “Regional Dimming for Power Savings,” each to David Wyatt et al., and filed on the same day herewith. 
     BACKGROUND OF THE INVENTION 
     The modernization of televisions, monitors, and other display devices has shifted towards flat panel displays, with prevailing design methodology emphasizing slimmer profiles. As a consequence of the shift in design methodology, the volume traditionally used for certain functions are no longer available in flat panel displays, which include liquid crystal displays (LCDs), plasma displays, and light emitting diode (LED) displays. A backlight is a form of illumination used in LCDs to increase visibility in low light conditions, and to increase the brightness of the displayed image. Typically, backlights are placed at the edge of the LCD display and direct illumination across the screen. 
     Modern LCD screens are typically manufactured to consist of several layers. A backlight is typically positioned near the rear of the LCD screen and used to illuminate pixels of the display. Additionally, a mechanism is generally included that regulates the light intensity of the pixels by varying (via partial or entirely blocking) the amount of light from the backlight that reaches the target pixel. 
     More advanced LCD displays often include one or more light guides—a specially-designed layer of material (such as plastic) that diffuses the light through a series of unevenly-spaced bumps to provide even lighting throughout the display. However, lower cost LCD displays may not include light guides, and therefore suffer from degradation of image quality as the intensity of the light from the backlights diffuse across the screen, which cause non-uniform brightness. The non-uniform brightness experienced in a display device itself may cause faded and/or low contrast portions which are can negatively impact a user&#39;s viewing experience. 
     SUMMARY OF THE INVENTION 
     This Summary is provided to introduce a selection of concepts in a simplified form that are further described below in the Detailed Description. This Summary is not intended to identify key features or essential features of the claimed subject matter, nor is it intended to be used to limit the scope of the claimed subject matter. 
     An aspect of the present invention proposes a solution to allow low-cost flat panel displays without light guides to maintain a high quality image display via enhancement of pixel data to account for non uniform brightness. According to one embodiment, each pixel of a display is mapped to the brightness (intensity) of illumination that reaches the pixel. Regional pixel gains are calculated and applied on a per pixel basis to compensate for the non-uniform brightness across the screen. According to such an embodiment, even low cost flat panel displays experiencing non-uniform brightness can be used to render high quality images. 
     In one embodiment, mapping of the brightness of the illumination that reaches the pixel includes calculating the contribution of the light sources which provide illumination to the pixel. The light sources may include, for example, a backlight that provides illumination to a region of the screen in which the pixel is positioned, as well as illumination from neighboring backlights which reach the pixel. In further embodiments, any calculation of the illumination from the neighboring backlights and/or the regional backlight accounts for the attenuation of the intensities of the illumination from the respective backlights which corresponds to the position of the pixel and distance away from each respective backlight. 
     In still further embodiments, calculation of the total illumination reaching a pixel may also include contributions from edge-reflected illumination, modeled as a virtual illumination source. According to varying embodiments, accounting for the attenuation of illumination intensities may be estimated by using various linear expressions. In alternate embodiments, the attenuation may be directly measured, and subsequently referenced (e.g., in a table) as needed. 
     According to another aspect of the present invention, a solution is proposed that allows power savings via enhancement of pixel data to compensate for reducing backlight intensity levels. According to one embodiment, each pixel of a display is sorted according to the brightness (intensity) of the pixel. Regional pixel gains are calculated and applied on a per pixel basis so as not to exceed a quality threshold. The intensity of the backlight corresponding to each region may be decreased by an equivalent amount, thereby reducing (potentially significantly) the power consumed to operate the backlight while maintaining the color intensity in the image due to the applied pixel gains. 
     In one embodiment, the pixels are sorted by generating a histogram of the luminance values of each pixel in a region. The number of over-saturated pixels is determined, and compared to a pre-defined threshold. A gain is subsequently calculated and applied to the pixels in the region such that the threshold is not exceeded. 
     According to yet another aspect of the invention, global histogramming of pre-regionally-enhanced pixel values accounting for inter-regional illumination contributions is performed to verify that over-saturation of an image is prevented. According to an embodiment, pixel values that have been regionally enhanced—that is, with applied gains calculated for the respective regions—are further added to illumination values corresponding to the pixel values, with the resultant summed pixel values being histogrammed again to determine the amount of over-saturated pixels. An over-abundance of over-saturated pixels results in a calculation of a global modifier applied to each pixel to reduce the number of over-saturated pixels below an acceptable threshold. 
     In a further embodiment, the illumination values corresponding to the pixel values may be referenced from a pre-computed map of illumination values that accounts for not only the contributions to illumination from the primary and neighboring regions corresponding to each pixel, but further accounts for orthogonal and coaxial attenuation of light sources as well. 
    
    
     
       BRIEF DESCRIPTION OF THE DRAWINGS 
       The accompanying drawings are incorporated in and form a part of this specification. The drawings illustrate embodiments. Together with the description, the drawings serve to explain the principles of the embodiments: 
         FIG. 1  depicts an exemplary vertical backlight region, in accordance with various embodiments of the present invention. 
         FIG. 2  depicts an exemplary on-screen configuration with overlapping vertical regions, in accordance with various embodiments of the present invention. 
         FIG. 3  depicts an exemplary horizontal backlight region, in accordance with various embodiments of the present invention. 
         FIG. 4  depicts an exemplary on-screen configuration with overlapping horizontal regions, in accordance with various embodiments of the present invention. 
         FIG. 5  depicts an exemplary on-screen configuration with overlapping vertical unguided regions, in accordance with various embodiments of the present invention. 
         FIG. 6  is an exemplary on-screen depiction of orthogonal attenuation of vertical unguided regions, in accordance with embodiments of the present invention. 
         FIG. 7  depicts an exemplary on-screen depiction of coaxial attenuation of vertical unguided regions, in accordance with embodiments of the present invention. 
         FIG. 8  depicts an exemplary histogram, in accordance with embodiments of the present invention. 
         FIG. 9  depicts an exemplary depiction of histogram regions, in accordance with embodiments of the present invention. 
         FIG. 10  depicts a flowchart of a process of per pixel mapping for image enhancement, in accordance with embodiments of the present invention. 
         FIG. 11  depicts a flowchart of a process of regional dimming for power saving, in accordance with embodiments of the present invention. 
         FIG. 12  depicts a flowchart of a process for regional histogramming for global approximation, in accordance with embodiments of the present invention. 
         FIG. 13  depicts an exemplary computing system, upon which embodiments of the present invention may be implemented. 
     
    
    
     DETAILED DESCRIPTION 
     Reference will now be made in detail to the preferred embodiments of the claimed subject matter, a method and system for the use of a radiographic system, examples of which are illustrated in the accompanying drawings. While the claimed subject matter will be described in conjunction with the preferred embodiments, it will be understood that they are not intended to limit these embodiments. On the contrary, the claimed subject matter is intended to cover alternatives, modifications and equivalents, which may be included within the spirit and scope as defined by the appended claims. 
     Furthermore, in the following detailed descriptions of embodiments of the claimed subject matter, numerous specific details are set forth in order to provide a thorough understanding of the claimed subject matter. However, it will be recognized by one of ordinary skill in the art that the claimed subject matter may be practiced without these specific details. In other instances, well known methods, procedures, components, and circuits have not been described in detail as not to obscure unnecessarily aspects of the claimed subject matter. 
     Some portions of the detailed descriptions which follow are presented in terms of procedures, steps, logic blocks, processing, and other symbolic representations of operations on data bits that can be performed on computer memory. These descriptions and representations are the means used by those skilled in the data processing arts to most effectively convey the substance of their work to others skilled in the art. A procedure, computer generated step, logic block, process, etc., is here, and generally, conceived to be a self-consistent sequence of steps or instructions leading to a desired result. The steps are those requiring physical manipulations of physical quantities. Usually, though not necessarily, these quantities take the form of electrical or magnetic signals capable of being stored, transferred, combined, compared, and otherwise manipulated in a computer system. It has proven convenient at times, principally for reasons of common usage, to refer to these signals as bits, values, elements, symbols, characters, terms, numbers, or the like. 
     It should be borne in mind, however, that all of these and similar terms are to be associated with the appropriate physical quantities and are merely convenient labels applied to these quantities. Unless specifically stated otherwise as apparent from the following discussions, it is appreciated that throughout the present claimed subject matter, discussions utilizing terms such as “storing,” “creating,” “protecting,” “receiving,” “encrypting,” “decrypting,” “destroying,” or the like, refer to the action and processes of a computer system or integrated circuit, or similar electronic computing device, including an embedded system, that manipulates and transforms data represented as physical (electronic) quantities within the computer system&#39;s registers and memories into other data similarly represented as physical quantities within the computer system memories or registers or other such information storage, transmission or display devices. 
     Embodiments of the claimed subject matter are presented to include an image display device, such as a flat panel television or monitor, equipped with one or more backlights. These backlights may be programmed to provide illumination for pixels of the image display device. In certain embodiments, the position of the backlight(s) separates the pixels of the image display device into a plurality of regions, with each region being associated with the backlight closest in position to the region, and providing a primary source of illumination for the pixels in the region. In certain embodiments, illumination provided by neighboring backlights may overlap in one or more portions of one or more regions. In still further embodiments, the intensity of the illumination provided by a backlight decreases (attenuates) the greater the distance from the backlight. 
     Exemplary Region Configuration with Light Guides 
       FIG. 1  depicts an exemplary vertical backlight region  100 , in accordance with various embodiments of the present invention. As depicted in  FIG. 1 , the backlight region  100  is illuminated by a single backlight positioned along a horizontal edge. As presented in  FIG. 1 , the light guides are represented by the mid and end points (e.g., Line 0, L, M, N, and End line) which correspond to horizontal address lines of an array of pixels of which the display is comprised, and along the vertically oriented edges of the region defining the region  101  illuminated by a backlight  103 . In some embodiments, light guides mitigate the effect of light intensity attenuation and maintain a roughly consist illumination throughout the corresponding region  101 . 
     According to an embodiment, to determine if a pixel is within a vertical region, the pixel&#39;s coordinates are compared to the X-offset at the start (X1) and end (X2) bounds of a region, for each of the regions programmed. The membership test may use linear midpoint algorithm to compute the X-Offset from intermediate line positions. A membership test for a pixel at an offset (x) on line (y) may be expressed as, for example:
 
 X 1 ·y=F 1( y ),  X 2 ·y=F 2( u )
         with membership if x≧X1·y and x&lt;X2·y       

       FIG. 2  depicts an exemplary on-screen configuration  200  with overlapping vertical regions (R0-R6), in accordance with various embodiments of the present invention. As depicted in  FIG. 2 , a plurality of backlights  203  illuminate a corresponding plurality of regions of a screen  201 . As presented, portions of some regions may overlap slightly. For embodiments with light guides, the illumination reaching pixels anywhere in the screen  201  may be relatively consistent and uniform. 
       FIG. 3  depicts an exemplary horizontal backlight region  300 , in accordance with various embodiments of the present invention. As depicted in  FIG. 3 , the backlight region  300  is defined by a plurality of backlights  303  positioned along both (left and right) vertical edges. As presented in  FIG. 3 , the light guides are represented by the intersections of the vertical lines (e.g., Line 0, B, C, D, and End) which correspond to vertical address lines of an array of pixels of which the display is comprised; and the vertically oriented edges of the region defining the region  301  illuminated by a backlight  303 . 
     According to an embodiment, to determine if a pixel is within a horizontal region, the pixel&#39;s coordinates are compared to line at the start (Y1) and end (Y2) bounds of a region, for each of the regions programmed. The membership test may use linear midpoint algorithm to compute a Y-line from intermediate X-Offset positions. A membership test for a pixel at an offset (x) on line (y) may be expressed as, for example:
 
 Y 1 ·x=F 1( x ),  Y 2 ·x=F 2( x )
         with membership if y≧Y1·x and y&lt;Y2·x       

       FIG. 4  depicts an exemplary on-screen configuration  400  with overlapping horizontal regions (R0-R3), in accordance with various embodiments of the present invention. As depicted in  FIG. 4 , a plurality of backlights  403  illuminate a corresponding plurality of regions of a screen  401 . As presented, portions of some regions may overlap slightly. For embodiments with light guides, the illumination reaching pixels anywhere in the screen  401  may be relatively consistent and uniform. 
     Exemplary Region Configuration without Light Guides 
     In some embodiments, particularly in the case of low cost flat panel displays, light guides may not be included or used. In such instances when no light guides are used, the light fans out from the light source in an unconstrained manner.  FIG. 5  depicts an exemplary on-screen configuration  500  with overlapping vertical unguided regions, in accordance with various embodiments of the present invention. As depicted in  FIG. 5 , the panel  501  is illuminated by a four backlights  503  positioned along the (bottom) horizontal edge of the panel  501  that provide illumination to a corresponding number of regions (R0-R3) in the display. As presented in  FIG. 5 , two or more regions may partially overlap. Without the presence of light guides, pixels located farther away from the backlights  503  (e.g., pixels positioned higher in the panel  501 ) may experience light attenuation, which causes an unsatisfactory drop in the intensity of the displayed pixel and a reduction in perceived contrast. 
       FIG. 6  is an exemplary on-screen depiction  600  of orthogonal attenuation of vertical unguided regions in a panel  601 , in accordance with embodiments of the present invention. As depicted in  FIG. 6 , the amount of received light from the backlight  603  in a pixel may be expressed as a percentage, and decreases as a function of the distance from the boundaries of the backlight  603 . An estimation of the contribution of the particular backlight  603  may thus be calculated that includes orthogonal attenuation based on the sub-region (e.g., X1-X8) and distance from the boundary of backlight  603 . 
     According to one embodiment, the function to estimate the orthogonal attenuation (Fr) in a backlight (B) at point x, y, may be expressed as:
 
 B   xy   =Fr ( x,y,B )
 
       FIG. 7  is an exemplary on-screen depiction  700  of coaxial attenuation of vertical unguided regions, in accordance with embodiments of the present invention. The depiction  700  of the coaxial attenuation a vertical unguided region  701  may be used to accommodate for coaxial attenuation along the axis of the light, and adjusts for inefficiencies in the backlight diffuser which decreases the backlight in transmission along the diffuser. As depicted in  FIG. 7 , the amount of received light from the backlight  703  in a pixel may be expressed as a percentage, and decreases (past a threshold at Y1) as a function of the distance from the boundaries of the backlight  603 . An estimation of the contribution of the particular backlight  703  may thus be calculated that includes coaxial attenuation based on the sub-region (e.g., Y1-XY3) and distance from the backlight  703 . 
     According to one embodiment, the function to estimate the coaxial attenuation (Fc) in a backlight (B) at point x, y, may be expressed as:
 
 B   y   =Fc ( y,B )
 
Exemplary Histogram Regions
 
     To accommodate for attenuated illumination through the display panel, pixel values may be enhanced by applying a gain to the pixel. More specifically, a pixel value may be enhanced by artificially increasing the intensity of the luminance component of the pixel value. However, since each color space has a finite range of values (0-255), increasing the intensity of the luminance component of every pixel value by the same and/or a large value may cause over-saturation (e.g., for those pixel values which approximate the upper end of the range). Excessive over-saturation causes a loss of contrast and data. 
     One solution to mitigate the amount of over-saturation is to generate a histogram of the distribution of pixel values (e.g., luminance) to determine the median luminance of the pixels in the image. From the histogram, the density of pixel values which approximate the upper end of the range of color values and are therefore in danger of being over-saturated if an excessive gain is applied may be determined. In still further embodiments, a histogram may be performed for each of the plurality of regions in a display panel. 
       FIG. 8  is an exemplary depiction  800  of a histogram  800 , in accordance with embodiments of the present invention. As depicted in  FIG. 8 , the pixel values (in a region, for example) are sorted in a plurality of bins (enumerated 1-10) by the respective luminance. The luminance for each pixel may consist of the pixel&#39;s color intensity value, an illumination from one or more backlights experienced by the pixel, or a combination of these factors. In some embodiments, the pixels may be sorted and plotted  801 . To determine the number of over-saturated pixels, a quality threshold  805  may be compared to the number of pixels that meet or exceed that threshold according to the histogram  800 . For example, as depicted in  FIG. 8 , the number of pixels in bins beyond the threshold  805  (e.g., bins 9 and 10) may be determined to be 0. If the number of pixels exceeds the quality threshold (e.g., 10%), the number of over-saturated pixels may be deemed to be too high, with appropriate correction needed. When the quality threshold has not been met, image enhancement may be performed. In one embodiment, the color intensity values of the pixels and/or the backlight illumination may be adjusted by applying a modifier k to one or more of these values. The modifier may be applied individually, on a per region basis, or globally, according to various embodiments. Once applied, a second histogram plot  803  may be generated to determine the number of over-saturated pixels resulting from the application of k. These pixels are denoted as the region  807  below the plot  803  and beyond the saturation line  805 . If the number of pixels in region  807  do not exceed the quality threshold, the gain may be applied to the pixels and displayed. Otherwise, if the number of pixels in region  807  do exceed the quality threshold, the gain may be modified (reduced) such that the number of pixels in the region  807  does not exceed the quality threshold, prior to display. According to further embodiments, additional histograms may be generated upon each gain modification to verify that the number of pixels in the region  807  does not exceed the quality threshold. 
       FIG. 9  is an exemplary depiction  900  of histogram regions (R0-R3), in accordance with embodiments of the present invention. As depicted in  FIG. 9 , four backlights ( 903 ) are arranged along a bottom horizontal axis of a display panel, with each backlight corresponding uniquely to a histogram region. In some embodiments, overlapping regions may not be considered. A histogram for the pixel values of pixels in each region R0, R1, R2, and R3 is generated. The amount of gain applied to the pixels of a region is calculated based on the distribution of pixels in the histogram, and is discussed in greater detail below. 
     Regional Pixel Enhancement 
       FIG. 10  is an illustration of a flowchart  1000  for performing per-pixel illumination mapping for image enhancement, in accordance with an embodiment. Steps  1001 - 1009  describe the steps comprising the process depicted in the flowchart  1000  of  FIG. 10 . 
     At step  1001 , image data for a first image is received in a display device. The display device may be implemented as, for example, a flat panel television, a flat panel monitor, or any other flat panel display device with one or more backlights. According to an embodiment, the display panel of the display device is arranged as a plurality of discrete pixels uniformly spaced throughout a two dimensional space. In an embodiment, each backlight corresponds to a region of the display device, with each region comprising a subset of the pixels. In further embodiments, each backlight provides a primary illumination to the corresponding region. 
     The image data may be received from an input source, such as a cable box; over the air transmissions; read from an optical storage medium or computer memory device; or streamed over a network, such as the Internet. Images displayed in a display device may be received as input as a two-dimensional array of pixel values corresponding to the color to be displayed at each pixel in the display device. In an embodiment, the image data received may comprise a two-dimension array of color values in a Red Green Blue (RGB) color space. According to such embodiments, the color values are first converted into a luminance-chrominance (YUV) color space, with each pixel value being represented as a luminance vector. 
     At step  1003 , a position of each pixel in the display panel is determined. Determining the position of a pixel in the display panel may, for example, include determining a primary backlight and a region corresponding to the pixel. At step  1005 , light contributions received in each pixel is calculated. Light contributions may include the illumination provided by the primary backlight of the region corresponding to the pixel, as well as the illumination provided by neighboring backlights. In still further embodiments, the light contribution may include illumination from one or more backlights reflected from an boundary edge of the display device. Calculating the light contribution in a pixel from the primary backlight corresponding to the pixel may be performed, by for example, determining a distance between the pixel and the primary backlight, and applying a modifier to the illumination beyond a specified distance. 
     In alternate embodiments, attenuation of the illumination provided to a pixel by the primary backlight and neighboring backlights may also be calculated. Attenuation of the illumination may comprise either or both of orthogonal attenuation and/or coaxial attenuation, each of which has been described above, and is based on the derived distance from a pixel to a contributing backlight. In an embodiment, edge reflected light for a pixel may be calculated by generating a virtual illumination source (e.g., backlight) as the edge, and applying a coaxial attenuation (as above) to the illumination provided by the source (e.g., reflected by the edge). 
     According to alternate embodiments, the light contribution from the backlights and/or reflective edge may be derived by referencing a pre-computed table of values. The pre-computed table of values may store the illumination values which corresponding to the light contribution for each of the sources at each pixel. The pre-computed table of values may be derived by taking an image of the illumination, and measuring the illumination at each pixel. In an embodiment, the pre-computed table of values may be implemented as a texture map, and stored in a memory device in the display device. 
     According to one embodiment, the calculated gain value k may be applied to both the backlight and the image pixel values to balance out and present the user with a single consistent image. The total luminance L then of the pixel and backlight may be expressed as:
 
 L=B*I  
 
where B is the backlight contribution and I is the color intensity.
 
     Applying a gain (k) to the image allows a reduction (1/k) to the backlight to achieve the same net user visible image luminance, as described below with respect to  FIG. 11 . Such a relation may be expressed as:
 
 L =(1 /k*B )*( k*I )
 
For pixels in regions with overlapping contributions from neighboring backlights, the value of the gain (k) may be computed as a function of the backlight (B) contribution of left, right neighboring regions (R) as well as the center region. For the central region, this is computed based on the original or primary backlight setting (B) and the orthogonal (Fr) and coaxial (Fc) attenuation of the backlight at the position of the pixel, and may be expressed as:
 
 B   xy   =Fc ( y,Fr ( x,y,B )
 
The combined overlapping regions in turn may be expressed as:
 
 B   xy   =B ( R   n−1 )+ B ( r   n )+ B ( R   n+i )
 
 B   xy   =Fc ( y,Fr ( x,y,B   n−1 ))+ Fc ( y,Fr ( x,y,B   n ))+ Fc ( y,Fr ( x,y,B   n−1 ))
 
A membership test is used to determine the central region and to select the left and right side regions, if applicable. The ratio of the original/primary region&#39;s backlight to the total is thus calculated that includes the contribution of neighbors. This ratio indicates the necessary scaling of k to balance for image enhancement, porportional to the increased backlight at the pixel&#39;s location. The ratio is simply the primary backlight for the region divided by the final actual backlight:
 
 k   xy   =k *( B   n   /B   xy )
 
With the per pixel enhancement k xy  being applied to the image pixel
 
     Once the separate light contributions are derived for each pixel (either via linear approximation or direct measurement), the total illumination received in each pixel from all light sources in the panel is mapped to the pixel at  1005 . According to some embodiments, a histogram is generated for each region of the respective total illumination values for each pixel in the region. A pre-determined quality threshold is compared to the data in the histogram. In an embodiment, the quality threshold may be implemented as a percentage of oversaturated pixels. A regional gain value is calculated at step  1007  for each region such that applying the computed gain of a region to the pixel values in the region does not cause the number of pixels in the region to become oversaturated beyond the percentage of the quality threshold. Each gain value may, in some embodiments, be calculated for each region independently from other regions, and disparate gain values may result for each region. 
     For example, if the quality threshold is set to 10%, a regional gain value is computed such that the addition of the gain value to each of the pixel values in the region does not cause the number of enhanced pixels with a pixel value at the limit of 255 (alternately, the number of pixels in the highest value bin of the histogram) to exceed the threshold, i.e., 10% of the total number of pixels in the region. Once the regional gain value is calculated, the regional gain is applied to the pixel data of the pixels in the region at step  1009 . 
     In still further embodiments, a soft clip may be applied such that the amount of gain added to a pixel decreases as a function of the pixel&#39;s original value. Thus, the computed gain for pixels with already high pixel values may be less than the gain applied to pixels with lower starting pixel values. In still further embodiments, regions identified as corresponding to a center of the image may have a higher quality threshold than regions near the edge. As images tend to have greater brightness in the center (in part to accommodate a natural tendency to focus in the middle of an image), a larger portion of over-saturation in the center of an image may be permissible. Accordingly, the quality of an image can be improved to compensate for non-uniform illumination in low-cost flat panel displays by enhancing the brightness of pixels while still maintaining a desired level of image quality. 
     Regional Dimming for Power Saving 
       FIG. 11  is a flowchart of a process  1100  of regional dimming for power saving, in accordance with embodiments of the present invention. Steps  1101 - 1109  describe the steps comprising the process depicted in the flowchart  1100  of  FIG. 11 . 
     At step  1101 , image data for a first image is received in a display device. The display device may be implemented as, for example, a flat panel television, a flat panel monitor, or any other flat panel display device with one or more backlights. According to an embodiment, the display panel of the display device is arranged as a plurality of discrete pixels uniformly spaced throughout a two dimensional space. In an embodiment, each backlight corresponds to a region of the display device, with each region comprising a subset of the pixels. In further embodiments, each backlight provides a primary illumination to the corresponding region. 
     As with process  1000  described above, the image data may be received from an input source, such as a cable box; over the air transmissions; read from an optical storage medium or computer memory device; or streamed over a network, such as the Internet. Images displayed in a display device may also be received as input as a two-dimensional array of pixel values corresponding to the color to be displayed at each pixel in the display device. In an embodiment, the image data received may comprise a two-dimension array of color values in a Red Green Blue (RGB) color space. According to such embodiments, the color values are first converted into a luminance-chrominance (YUV) color space, with each pixel value being represented as a luminance vector. 
     At step  1103 , the pixel data for each of the plurality of pixels is sorted based on a luminance of the pixel data corresponding to the plurality of pixels. In an embodiment, the pixels may be sorted by generating a histogram of the luminance of the pixel data. At step  1105 , a gain value for each pixel is calculated based on the sorted plurality of pixels. In an embodiment, each pixel corresponds to a region illuminated by a backlight. According to such embodiments, a histogram is generated for each region, and a gain value is calculated for an entire region. In such embodiments, the gain value is calculated such that applying the computed gain value to the pixels (at step  1107 ) in a region does not cause the number of pixels in the region to become oversaturated beyond a quality threshold. Finally, at step  1109 , the illumination produced in each backlight may be reduced by an amount equivalent to the gain applied to the pixels in the region (which may be different between regions). Accordingly, the power consumed by the display device can be drastically reduced (i.e., the power consumed by the backlight) while the intensity of the colors in the image are preserved. 
     Regional Histogramming for Global Approximation 
       FIG. 12  is a flowchart of a process  1200  for regional histogramming for global approximation, in accordance with embodiments of the present invention. Steps  1201 - 1211  describe the steps comprising the process depicted in the flowchart  1200  of  FIG. 12 . 
     At step  1201 , image data for a first image is received in a display device. The display device may be implemented as, for example, a flat panel television, a flat panel monitor, or any other flat panel display device with one or more backlights. According to an embodiment, the display panel of the display device is arranged as a plurality of discrete pixels uniformly spaced throughout a two dimensional space. In an embodiment, each backlight corresponds to a region of the display device, with each region comprising a subset of the pixels. In further embodiments, each backlight provides a primary illumination to the corresponding region. 
     Likewise with processes  1000  and  1100  each described above, the image data may be received from an input source, such as a cable box; over the air transmissions; read from an optical storage medium or computer memory device; or streamed over a network, such as the Internet. Images displayed in a display device may likewise be received as input as a two-dimensional array of pixel values corresponding to the color to be displayed at each pixel in the display device. In an embodiment, the image data received may comprise a two-dimension array of color values in a Red Green Blue (RGB) color space. According to such embodiments, the color values are first converted into a luminance-chrominance (YUV) color space, with each pixel value being represented as a luminance vector. In an embodiment, the input received comprises a plurality of pre-enhanced pixel values, that is, pixel values which have already been modified with an artificial gain value. In further embodiments, the pre-enhanced pixel values may consist of pixel values enhanced with a regional gain value. 
     At step  1203 , an illumination value is applied to each of the plurality of pre-enhanced pixel values. The illumination value may be determined by, for example, referencing a map of illumination values, such as the map of illumination values generated at step  1005  of  FIG. 10  described above. At step  1205 , a histogram is generated for each region that includes the total brightness of each pixel values. That is, pixel values that were previously enhanced by a regional enhancement process with the applied illumination values. A pre-determined quality threshold is compared to the data in the histogram to determine the number of over-saturated pixels at step  1207 . Since color values are limited within the range of 0-255 in an RGB color space, the pixel value is effectively clamped to 255. Pixels may be considered over-saturated when the converted RGB color value of a pixel is at or near 255. 
     When the number or portion of over-saturated pixels exceeds a threshold (e.g., a quality threshold percentage), a global modifier value is calculated at step  1209 . According to some embodiments, the global modifier value may be implemented as a percentage reduction, and applied to the pixel values at step  1211  to reduce the number of over-saturated pixels. In still further embodiments, regional modifiers may be calculated separately for each region, and applied to modify the brightness values of the pixels in each respective region. The global modifier value may, in some embodiments, be applied to the gain estimated for each pixel, such that the “enhancement” previously calculated is modified (typically, reduced). In further embodiments, in addition to, or lieu of modifying the gain for each pixel, the backlight of an entire region may be dimmed (decreased in intensity) by an global modifier value while retaining the previously calculated gains for individual pixels. In instances where the number of over-saturated pixels is lower than the quality threshold, the global modifier value may be implemented as a percentage increase, to bring the number of over-saturated pixels to just below the quality threshold. According to some embodiments, the pixel values may be applied to the pixel values corresponding to a second, subsequent image of a sequence of images comprising both the first and second images. 
     Accordingly, by verifying the global luminance does not exceed a quality threshold, regionally enhanced pixels with illumination from neighboring backlights are prevented from becoming unintentionally oversaturated, thereby further improving the quality of the image. 
     Exemplary Computing System 
     As presented in  FIG. 13 , an exemplary system  1300  upon which embodiments of the present invention may be implemented includes a general purpose computing system environment, such as computing system  1130  described above with respect to  FIG. 1 . Imaging device  309 , depicted in  FIG. 3  and described above may, for example, be implemented as a computing system. In its most basic configuration, computing system  1300  typically includes at least one processing unit  1301  and memory, and an address/data bus  1309  (or other interface) for communicating information. Depending on the exact configuration and type of computing system environment, memory may be volatile (such as RAM  1302 ), nonvolatile (such as ROM  1303 , flash memory, etc.) or some combination of the two. 
     Computer system  1300  may also comprise an optional graphics subsystem  1305  for presenting information to the computer user, e.g., by displaying information on an attached display device  1310 , connected by a video cable  1311 . According to embodiments of the present claimed invention, the graphics subsystem  1305  may be coupled directly to the display device  1310  through the video cable  1311 . In alternate embodiments, display device  1310  may be integrated into the computing system (e.g., a laptop or netbook display panel) and will not require a video cable  1311 . In one embodiment, the processing and image enhancement of the image data received may be performed, in whole or in part, by graphics subsystem  1305  in conjunction with the processor  1301  and memory  1302 , with any resulting output displayed in attached display device  1310 . 
     Additionally, computing system  1300  may also have additional features/functionality. For example, computing system  1300  may also include additional storage (removable and/or non-removable) including, but not limited to, magnetic or optical disks or tape. Such additional storage is illustrated in  FIG. 13  by data storage device  1307 . Computer storage media includes volatile and nonvolatile, removable and non-removable media implemented in any method or technology for storage of information such as computer readable instructions, data structures, program modules or other data. RAM  1302 , ROM  1303 , and data storage device  1307  are all examples of computer storage media. 
     Computer system  1300  also comprises an optional alphanumeric input device  1306 , an optional cursor control or directing device  1307 , and one or more signal communication interfaces (input/output devices, e.g., a network interface card)  1309 . Optional alphanumeric input device  1306  can communicate information and command selections to central processor  1301 . Optional cursor control or directing device  1307  is coupled to bus  1309  for communicating user input information and command selections to central processor  1301 . Signal communication interface (input/output device)  1309 , also coupled to bus  1309 , can be a serial port. Communication interface  1309  may also include wireless communication mechanisms. Using communication interface  1309 , computer system  1300  can be communicatively coupled to other computer systems over a communication network such as the Internet or an intranet (e.g., a local area network), or can receive data (e.g., a digital television signal). 
     In the foregoing specification, embodiments have been described with reference to numerous specific details that may vary from implementation to implementation. Thus, the sole and exclusive indicator of what is the invention, and is intended by the applicant to be the invention, is the set of claims that issue from this application, in the specific form in which such claims issue, including any subsequent correction. Hence, no limitation, element, property, feature, advantage, or attribute that is not expressly recited in a claim should limit the scope of such claim in any way. Accordingly, the specification and drawings are to be regarded in an illustrative rather than a restrictive sense.