Course detail

Advanced methods of processing and analysis of images

FEKT-DBM1AAcad. year: 2020/2021

- Signal restoration, optimal and adaptive filtering (Jan)
- Spectral analysis of stochastic signals (Kozumplík)
- Neronal networks in signal processing and analysis (Jan)
- Time-frequency analysis (Provazník)
- Formalised restoration of image data (Jan)
- Advanced image segmentation (Jan)
- Generalised morfological transforms of image data (Jan)
- Fusion of image data (Jan)

Language of instruction

English

Number of ECTS credits

4

Mode of study

Not applicable.

Guarantor

prof. Ing. Jiří Jan, CSc.

Department

Department of Biomedical Engineering (UBMI)

Learning outcomes of the course unit

Modern advanced methods of image processing and analysis.

Prerequisites

Backgrounds in digital signal and image processing

Co-requisites

Not applicable.

Planned learning activities and teaching methods

Teaching methods depend on the type of course unit as specified in the article 7 of BUT Rules for Studies and Examinations. Techning methods include lectures and self study.

Assesment methods and criteria linked to learning outcomes

Final oral exam

Course curriculum

Advanced image segmentation, fusion of image data, image restoration, image reconstruction from tomographic data.

Work placements

Not applicable.

Aims

Presentation of modern advanced concepts of signal and image processing. The aim is a deep understanding of the methodology, as well as inclusion of student into discussions on the philosophy of the 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

J.Jan: Medical Image Processing, Reconstruction and Restoration. CRC 2006

Recommended reading

Not applicable.

Classification of course in study plans

  • Programme EKT-PKA Doctoral

    branch PK-EST , 1 year of study, winter semester, elective specialised
    branch PK-TLI , 1 year of study, winter semester, elective specialised
    branch PK-KAM , 1 year of study, winter semester, elective specialised
    branch PK-BEB , 1 year of study, winter semester, elective specialised
    branch PK-TEE , 1 year of study, winter semester, elective specialised
    branch PK-MET , 1 year of study, winter semester, elective specialised
    branch PK-MVE , 1 year of study, winter semester, elective specialised
    branch PK-FEN , 1 year of study, winter semester, elective specialised
    branch PK-SEE , 1 year of study, winter semester, elective specialised

  • Programme EKT-PPA Doctoral

    branch PP-BEB , 1 year of study, winter semester, elective specialised
    branch PP-MET , 1 year of study, winter semester, elective specialised
    branch PP-MVE , 1 year of study, winter semester, elective specialised
    branch PP-TLI , 1 year of study, winter semester, elective specialised
    branch PP-FEN , 1 year of study, winter semester, elective specialised
    branch PP-KAM , 1 year of study, winter semester, elective specialised
    branch PP-TEE , 1 year of study, winter semester, elective specialised
    branch PP-EST , 1 year of study, winter semester, elective specialised
    branch PP-SEE , 1 year of study, winter semester, elective specialised

Type of course unit

 

Seminar

39 hod., optionally

Teacher / Lecturer

prof. Ing. Jiří Jan, CSc.

Syllabus