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AD-603 (B) · Digital Image Processing/Official Syllabus

Digital Image Processing (AD-603 (B)) - Official Syllabus

1
Unit 1

Digital Image fundamentals

  • Digital Image fundamentals, A simple image model
  • Sampling and Quantization
  • Relationship between pixels
  • Imaging geometry
  • Image acquisition systems
  • Different types of digital images
2
Unit 2

Image transformations

  • Image transformations, Introduction to Fourier transforms
  • Discrete Fourier transforms
  • Fast Fourier transform
  • Walsh transformation, Hadmord transformation
  • Discrete Cosine Transformation
3
Unit 3

Image enhancement

  • Image enhancement, Filters in spatial and frequency domains
  • Histogram based processing
  • Image subtraction, Averaging
  • Image smoothing, Nedion filtering, Low pass filtering
  • Image sharpening by High pass filtering
4
Unit 4

Image encoding and segmentation

  • Encoding: Mapping, Quantizer, Coder
  • Error free compression
  • Lossy Compression schemes
  • JPEG Compression standard
  • Detection of discontinuation by point detection, Line detection, edge detection
  • Edge linking and boundary detection, Local analysis
  • Global processing via Hough transforms and graph theoretic techniques
5
Unit 5

Mathematical morphology and Recent advancement

  • Mathematical morphology- Binary, Dilation, crosses, Opening and closing
  • Simple methods of representation, Signatures, Boundary segments
  • Skeleton of a region
  • Polynomial approximation
  • Recent advancement in DIP
  • Machine learning for image processing application

Reference Books

  • Digital Image Processing — Rafael C Gonzalez, Richard E Woods — Pearson
  • Digital Image Processing using Matlab — Rafael C Gonzalez, Richard E Woods — TMH
  • Digital Image Processing & Computer Vision — Sonka — Cengage Learning
  • Digital Image Processing — Jayaraman — TMH
  • Digital Image Processing — Pratt — Wiley India
  • Fundamentals of Digital Image Processing — Annadurai — Pearson Education
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