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SYDE 671

Advanced Image Processing

Graduate

Fall 2021

Topics

  • Image formation and filtering
  • Feature detection and matching
  • Machine learning and visual recognition
  • Deep learning
  • Computer vision and society
  • Camera calibration
  • Multiple-view geometry and motion

Readings

  • Computer Vision: Algorithms and Applications
    Richard Szeliski · unspecified
    Main textbook.
  • Concise Computer Vision
    Reinhard Klette · unspecified
  • Deep Learning
    Goodfellow, Bengio and Courville · unspecified
  • Dictionary of Computer Vision and Image Processing
    Fisher et al. · unspecified
    Further subject-specific reading.
  • Multiple View Geometry in Computer Vision
    Hartley and Zisserman · unspecified
    Further subject-specific reading.
  • Recent research and review papers supplement lectures.
    unspecified
  • Further resources include Think Python, Immersive Linear Algebra and Seeing Theory.
    unspecified
Sources