Course details
Advanced methods of digital image processing
QB5 Acad. year 2003/2004 Summer semester
Introduction into theory of multidimensional signals, explanation of theoretical principles of methods of formalised image restoration, of image reconstruction from projections and of methods based on disparity analysis. Formalised image segmentation and methods of object recognition
Guarantor
Language of instruction
Completion
Time span
- 39 hrs lectures
Department
Subject specific learning outcomes and competences
Deeper insight into advanced methods of image data processing, abilities to apply the methods and, if needed, to modify them for a concrete problem
Learning objectives
Providing deeper knowledge of theoretically demanding methods of image data processing and of their applications
Study literature
- A.K. Jain: Fundamentals of Digital Image Processing, Prentice Hall Int. Edit., 1989
- J. Jan: Čísl. filtrace, analýza a rest. signálů, kap. 14, Vyd. VUT v Brně 1997 (vyjde rozšířeno a modernizováno 2001)
- J. Jan: Digital Signal Filtering, Analysis and Restoration. IEE Publishing, London, UK, 2000
Fundamental literature
- A.K. Katsagellos (ed.): Digital Image Restoration. Springer 1991
- R.M. Haralick, L.G. Shapiro: Computer and Robot Vision. Addison - Wesley 1992
- A. Rosenfeld, A.C. Kak: Digital Picture Processing (2nd ed.), Acad. Press 1982
- W.K. Pratt: Digital Image Processing (2nd ed.),J.Wiley 1992
- R.J. Schalkoff: Digital Image Processing and Computer Vision, J. Willey & Sons 1989
- A.N. Netravalli, B.G. Haskell: Digital Pictures Representation, Compression and Standards. Plenum Press, 1995
- B. Furth, J. Greenberg, R. Westwater: Motion Estimation Algorithms for Video Compression. Kluwer Acad. Publishers, 1997
- A.K. Jain: Fundamentals of Digital Image Processing, Prentice Hall Int. Edit., 1989
- J. Jan: Digital Signal Filtering, Analysis and Restoration. IEE Publishing, London, UK, 2000,
- Gonzales, R.C., Wintz, P.: Digital Image Processing. 2nd ed. Addison-Wesley Publ. Comp. 1987
- Hlaváč, V., Šonka, M.: Počítačové vidění. Grada 1992
- V. Bhaskaran, K. Konstantinides: Image and Video Compression Standards (2nd ed.) Kluwer Acad. Publishers, 1997
- J.C. Russ: The Image Processing Handbook (3rd ed.), CRC Press and IEEE Press, 1999
- S.J. Sangwine, R.E.N. Horne: The Colour Image Processing Handbook. Chapman & Hall, 1998
Progress assessment
doctoral course: discussions