Title:

Advanced Methods of Processing and Analysis of Images

Code:DBM1
Ac.Year:2018/2019
Term:Winter
Curriculums:
ProgrammeFieldYearDuty
CSE-PHD-4DVI4-Elective
Language of Instruction:Czech
Completion:examination (written&verbal)
Type of
instruction:
Hour/semLecturesSeminar
Exercises
Laboratory
Exercises
Computer
Exercises
Other
Hours:390000
 ExamsTestsExercisesLaboratoriesOther
Points:1000000
Guarantor:Jan Jiří, prof. Ing., CSc. (DBME)
Lecturer:Jan Jiří, prof. Ing., CSc. (DBME)
Faculty:Faculty of Electrical Engineering and Communication BUT
Department:Department of Biomedical Engineering FEEC BUT
 
Learning objectives:
  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.
Description:
  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 
Syllabus of lectures:
 The course teaching is limited to self study of recommended literature, with a combined written-oral exam at the end of the term
Study literature:
 
  • J. Jan: Digital Signal Filtering, Analysis and Restoration. IEE London, UK, 2000, 407 pp.
  • J. Jan: Číslicová filtrace, analýza a restaurace signálů. VUTIUM Brno 1997, 2002, 2005, 429 str.
  • J. Jan: Medical Image Processing, Reconstruction and Restoration - Concepts and Methods. CRC Press - Taylor & Francis Group, USA, 2005, 760 pp.
Controlled instruction:
  none
 

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