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19D041OPD - Selected topics in digital image processing

Course specification
Course title Selected topics in digital image processing
Acronym 19D041OPD
Study programme Electrical Engineering and Computing
Module
Type of study doctoral studies
Lecturer (for classes)
Lecturer/Associate (for practice)
    Lecturer/Associate (for OTC)
      ESPB 9.0 Status elective
      Condition Passed exam in Digital Image Processing from the bachelor academic studies.
      The goal The objective of the course is to introduce latest achievements and research opportunities from digital image processing. Goal is to enable students for scientific research in this field.
      The outcome Students will be able to recognize actual problems and to develop new solutions for digital image processing.
      Contents
      Contents of lectures Digital image formation. Architecture of digital image processing pipeline inside camera. Feature detection and representation. Image registration algorithms. Enhancing camera field of view - panorama. Low light imaging. Noise reduction. Image deblurring. Acquisition of HDR (high dynamic range) images. Reproduction of HDR images. Increasing image resolution - super-resolution algorithms.
      Contents of exercises Project
      Literature
      1. R. Szeliski, Computer Vision: Algorithms and Applications, Springer, 2010 (Original title)
      2. R. Lukac, Computational Photography: Methods and Applications, CRC Press, 2011 (Original title)
      3. E. Reinhard et al, High Dynamic Range Imaging: Acquisition, Display and Image-Based Lighting, Morgan Kaufmann, 2010 (Original title)
      4. P. Milanfar et al, Super-resolution Imaging, CRC Press, 2010 (Original title)
      5. M. Bertalmio et al, Denoising of Photographic Images and Video, Springer, 2018 (Original title)
      Number of hours per week during the semester/trimester/year
      Lectures Exercises OTC Study and Research Other classes
      6
      Methods of teaching Lectures and consultations.
      Knowledge score (maximum points 100)
      Pre obligations Points Final exam Points
      Activites during lectures Test paper
      Practical lessons Oral examination 30
      Projects 70
      Colloquia
      Seminars