Course detail

Advanced Methods of Processing and Analysis of Images

FIT-DBM1Acad. year: 2018/2019

Questions to SDZ:

  1. Theory of multidimensional signals and systems, multidimensional continuous and discrete transform namely 2 to 3D Fourier transform
  2. Stochastic fields and images. Local image parameters, parametric images
  3. Image analysis - advanced segmentation methods based on texture analysis
  4. Region based segmentation - region growing, splitting and merging, Watershed based segmentation
  5. Advanced segmentation methods based on edge representation, Hough transform  
  6. Mono- and multimodal image fusion, principles and applications. Disparity analysis
  7. Spatial consistency, image registration, spatial geometric transforms, similarity criteria
  8. Principles of image restoration, geometric restitution, modified deconvolution, Wiener filtering
  9. Reconstruction of 2D or 3D images from tomographic projections
  10. Reconstruction of 2D or 3D images in magnetic resonance imaging 

Language of instruction

Czech

Mode of study

Not applicable.

Learning outcomes of the course unit

Not applicable.

Prerequisites

Not applicable.

Co-requisites

Not applicable.

Planned learning activities and teaching methods

Not applicable.

Assesment methods and criteria linked to learning outcomes

Not applicable.

Course curriculum

Not applicable.

Work placements

Not applicable.

Aims

Goals of the course:  Presentation of modern advanced concepts of image processing. The aim of the course is to achieve a deep understanding of the methodology and, at the same time, also introduction to philosophy of the described methods.

Specification of controlled education, way of implementation and compensation for absences

none

Recommended optional programme components

Not applicable.

Prerequisites and corequisites

Not applicable.

Basic literature

Not applicable.

Recommended reading

J. Jan: Číslicová filtrace, analýza a restaurace signálů. VUTIUM Brno 1997, 2002, 2005, 429 str.
J. Jan: Digital Signal Filtering, Analysis and Restoration. IEE London, UK, 2000, 407 pp.
J. Jan: Medical Image Processing, Reconstruction and Restoration - Concepts and Methods. CRC Press - Taylor & Francis Group, USA, 2005, 760 pp.

Classification of course in study plans

  • Programme CSE-PHD-4 Doctoral

    branch DVI4 , 0 year of study, winter semester, elective

  • Programme CSE-PHD-4 Doctoral

    branch DVI4 , 0 year of study, winter semester, elective

  • Programme CSE-PHD-4 Doctoral

    branch DVI4 , 0 year of study, winter semester, elective

  • Programme CSE-PHD-4 Doctoral

    branch DVI4 , 0 year of study, winter semester, elective

Type of course unit

 

Lecture

39 hod., optionally

Teacher / Lecturer

Syllabus

The course teaching is limited to self study of recommended literature, with a combined written-oral exam at the end of the term

Guided consultation in combined form of studies

26 hod., optionally

Teacher / Lecturer