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Human Visual SystemDigital image processing is built: Foundation
of mathematical and probabilistic formulations
Human intuition and analysis play a central role: The choice of
one processing technique versus another
The choice is made based: Subjective visual judgments
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Fundamental Steps in DIP
Result is more suitable than the originalImproving the
appearanceExtracting image componentsPartition an image into its
constituent parts or objectsRepresent image for computer
processing
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Basic understanding of human visual perceptionInterest: The
mechanics and parameters related to how images are formed in the
eye The learning of the physical limitations of human vision in
terms of factors that also are used in digital image
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Structure of Human EyeShape: Nearly sphere
Average diameter: approx. 20 mm
Three membranes enclosed the eye: The cornea and sclera outer
cover The choroid The retina
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Image Formation in the EyeIn an ordinary photographic camera:The
lens has a fixed focal length.Focusing at various distances is
achieved by varying the distance between the lens and the imaging
plane, where the film is located.
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In the human eye:The distance between the lens and the imaging
region (retina) is fixed.The focal length needed to achieve proper
focus is obtained by varying the shape of the lens (for eye 14 mm
to 17 mm)The fibers in the caliary body and lens accomplish
this.The distance between the center of the lens and the retina
along the visual axis is approximately 17 mm.
Continue.
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Continue.Dimension of image formation on the retina:If h is
denote the height of the object (see figure) in the retinal
image.To calculate the size of the retinal image of the object, We
can write, 15/100 = h/17 h = 2.55 mm
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Images with different focal length
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Brightness adaptation and DiscriminationSubjective brightness:
Intensity perceived by the human visual systemBrightness
adaptation: The range of intensity levels to which the human visual
system can adapt. Brightness discrimination: The ability of the eye
to discriminate between changes in light intensity at any specific
adaptation level.
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A plot of light intensity versus subjective brightnessPhotopic
vision alone: the range is about 106 The transition from scotopic
to photopic vision is a range from -3 to -1 mL (millilambert)
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Brightness discriminationThe ability of the eye to discriminate
between changes in light intensity at any specific adaptation
level. Weber ratio (WR) = Ic /I (small means good brightness
discrimination) large means poor brightness discrimination
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Typical Weber ratio plot as a function of intensityThis curve
shows that brightness discrimination is poor (WR is large) at low
levels of illumination, and it improves significantly as background
illumination increases.
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Perceived brightness is not a simply function of intensity
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A regions perceived brightness does not depend simply on its
intensity(simultaneous contrast)
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Optical illusions (wrongly perceived)
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Problem 1: Estimate the diameter of the smallest printed dot
that the eye can discern if the page on which the dot is printed is
0.2 m away from the eyes. Assume for simplicity that the visual
system ceases to detect the dot when the image of the dot on the
fovea becomes smaller than the diameter of one receptor (cone) in
that area of the retina. Assume further that the fovea can be
modeled as a square array of dimensions 1.5 mm 1.5 mm, and that the
cones and spaces between the cones are distributed uniformly
throughout this array.
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Solution:
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Problem 2: You are hired to design the front end of an imaging
system for studying the boundary shapes of cells, bacteria,
viruses, and protein. The front end consists of the illumination
sources and corresponding imaging cameras. The diameters of circles
required to enclose individual specimens in each of these
categories are 50, 1, 0.1, and 0.01 micrometer, respectively. Can
you solve the imaging aspects of this problem with a single sensor
and camera? If your answer is yes, specify the illumination
wavelength band and the type of camera needed. Identify the camera
as being a color camera, far-infrared camera, or whatever
appropriate name corresponding to the illumination source.
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(b) If your answer in (a) is no, what type of illumination
sources and corresponding imaging sensors would you recommended?
Specify the light sources and cameras as requested in part (a). Use
the minimum number of illumination sources and cameras needed to
solve the problem.
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Solution:
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