Steps In Dip - Image Processing

  • Steps
  • Image Acquisition - The image is captured by a sensor (Camera), and digitized if the output of the camera or sensor is not already in digital form, using analogue-to-digital convertor
  • Image Enhancement
    • The process of manipulating an image so that the result is more suitable than the original for specific applications
    • Filtering
  • Image Restoration
    • Improving the appearance of an image
    • Tend to be mathematical or probabilistic models based on human subjective preferences
  • Color Image Processing
    • If image is not black-white/grey-scale, Use the colour of the image to extract features of interest in an image
  • Wavelets
    • Resolution = Number of Pixels per Inch
    • The foundation of representing images in various degrees of resolution
  • Compression
    • Techniques for reducing the storage required to save an image or the bandwidth required to transmit it
  • Morphological Processing
    • Tools for extracting image components that are useful in the representation and description of shape
    • Output image attributes
  • Segmentation
    • Segmentation procedures partition an image into its constituent parts or objects
    • The more accurate the segmentation, the more likely recognition is to succeed
    • Types
      • Threshold
  • Representation & Description
    • Representation
      • Make a decision whether the data should be represented as a boundary or as a complete region
      • It is almost always follows the output of a segmentation stage
      • Types
        • Boundary Representation
          • Focus on external shape characteristics, such as corners and inflections
        • Region Representation
          • Focus on internal properties, such as texture or skeleton shape
    • Description (Feature selection)
      • Extracting attributes that result in some information of interest
  • Object Recognition
    • Recognition
      • Process that assigns label to an object based on the information provided by its description
  • Knowledge Base
    • Knowledge about a problem domain is coded into an image processing system in the form of a knowledge database
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