F8201 Analysis of height maps and image data

Faculty of Science
Spring 2015
Extent and Intensity
2/1. 2 credit(s). Type of Completion: z (credit).
Teacher(s)
Mgr. David Nečas, Ph.D. (lecturer)
Guaranteed by
prof. RNDr. David Trunec, CSc.
Department of Plasma Physics and Technology – Physics Section – Faculty of Science
Supplier department: Department of Plasma Physics and Technology – Physics Section – Faculty of Science
Prerequisites
Understanding of technical English text. Ability to comprehend simple algorithms. Elementary computer programming or capability to work with a tool such as Octave, SciPy, Matlab or R.
Course Enrolment Limitations
The course is also offered to the students of the fields other than those the course is directly associated with.
fields of study / plans the course is directly associated with
there are 10 fields of study the course is directly associated with, display
Course objectives
The student should gain an overall understanding of basic methods for analysis of height maps (height fields), image data and, in general, two-dimensional physical data obtained using imaging and scanning techniques. The student should understand the method principles and learn about a tool or tools for processing of such data.
Syllabus
  • Image data, height and data fields and their digital representation. An overview of useful software.
  • Interpolation.
  • Row and area levelling and background subtraction.
  • Statistical characteristics of the first order. Roughness description.
  • Elements of mathematical morphology.
  • Point and local filtering, edge detection.
  • Morphological characterisation, segmentation, watershed.
  • Fourier transform, characterisation in the frequency space. Correlation functions.
  • Wavelet transform.
  • Fractal characteristics.
Literature
  • The IS method of providing literature list is unsuitable. See the notes.
Teaching methods
Theoretical lecture. Exercise in the form of practical examples and demonstration of results.
Assessment methods
To fulfill the requirements the student presents the results of own experimentation with the method(s) in the form of a short talk.
Language of instruction
Czech
Further comments (probably available only in Czech)
Study Materials
The course is taught once in two years.
The course is taught: every week.
General note: S.

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