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Color Map for Display
Color images are commonly coded using 24 bits per pixel (8 bit for each
color band). Other formats exist for specialized imagery, with more bits per
pixels such as remote
sensing or flat-bed scanners, or less bits for some color cameras.
Computer displays are commonly 8-bit displays, whereas images
are 24-bit. Allthought 24-bit screen exist their price is too high
to be on every workstation.
On an 8-bit display there are 256 colors
available at one time, which is insufficient
to display all the 16 million colors possible in a 24-bit image.
It is necessary to reduce the number of colors to the 256
available. This can be done without losing too much visual
information because the human eye cannot distinguish that many
colors at one time. You will be able to test this in the
following document where images are displayed with varying number of colors.
Reduction in the number of colors is done by regrouping colors in blocks.
Each color in a block is assigned to the block's average color. The image is
converted by changing a pixel value to its block's color. Thus before
displaying the image the 256 colors are defined and every pixel has a
displayable color.
The following example illustrates the color map concept for the corn
example image.
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- Figure 1: Example corn image
A sample was extracted from this image to span the color range for each color
classes, background in purple, white husk in green, green husk in red,
and yellow kernel in blue.
Each point is the representation of a pixel's color (RGB) in the
3D color space.
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- Figure 2: Colors for the corn image
The blocks are not necessarilly uniform, and are created for the
particular color distribution of the image. Figure 3 presents the blocks
for 10 colors and Figure 4 for 50 blocks,
created to contain the reduced colors for the corn image. Each block is
colored to its average.
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- Figure 3: Colormap with 10 entries for the corn image
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- Figure 4: Colormap with 50 entries for the corn image
The
next document will illustrate the influence of the colormap
size for the image appearance.
Up: Color Classification Index
Previous: SAMPLEX Table Of Contents
Next: Examples of colormaps