Digital Image - Image Processing

  • Basic
    • A Digital image is an image composed of picture elements, known as pixels, each with finite discrete quantities of numeric representation for its intensity or grey-level that is an output from its 2-D function fed as input by its spatial coordinates denoted by "x" and "y"
  • An image can be defined as a two-dimensional function f(x,y)
    • x,y -=> Spatial coordinate
    • f(x,y) -=> The amplitude, called the intensity or gray level of the image at that point
  • Digital Image Processing
    • Use of digital computers to process digital images through an algorithm
    • Processes
      • Image Not Loaded
      • Low-Level Processes
        • Input and output are images
        • Tasks (Primitive operations)
          • Image processing to reduce noise
          • Contrast enhancement
          • Image sharpening
      • Mid-Level Processes
        • Inputs, generally, are images
        • Outputs are attributes extracted from those images -=> Edges, Contours, Identity of individual objects
        • Tasks
          • Segmentation -=> Partitioning an image into regions or objects
          • Object Classifications/Recognition
          • Description of those objects to reduce them to a form suitable for computer processing
      • High-Level Processes
        • Recognition of individual objects
        • Tasks
          • Image analysis and Computer vision
          • Understanding or Autonomous Navigation
  • Pixel
    • It is the smallest controllable element of a picture represented on the screen
  • Simple Image Formation Model
    • Each pixel corresponds to light intensity normally represented in gray scale (gray level)
    • When an image is generated from a physical process, its value are proportional ot the energy radiated by a physical source (Electromagnetic waves)
    • Mathematical representation
      • 0 < f(x,y) < ∞
      • f(x,y) = Illumination * Reflectance/Transmissivity = i(x,y) * r(x,y)
      • 0 < i(x,y) < ∞
      • Total Absorption (0) < r(x,y) < Total Reflectance (1)
  • Digital Image Types
    • Intensity Image/Monochrome image
    • Color image/RGB image
      • Each pixel contains a vector representing red, green and blue components
    • Binary image/Black and white image
      • Each pixel contains one bit, 1 represent white, 0 represents black
    • Index Image
      • Each pixel contains index number pointing to a color in a color table
    • 3D
      • We can rotate image
    • 4D
      • Changing with Time
    • 5D
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