9644 (v.4) Scientific Data Analysis 302


Area: Department of Applied Physics
Credits: 25.0
Contact Hours: 3.0
 
** The tuition pattern below provides details of the types of classes and their duration. This is to be used as a guide only. For more precise information please check your unit outline. **
 
Lecture: 1 x 1 Hours Weekly
Laboratory: 1 x 2 Hours Weekly
Prerequisite(s): 7869 (v.3) Scientific FORTRAN Programming 152 or any previous version
AND
7905 (v.5) Mathematical Methods 202 or any previous version
 
Syllabus: The eye in image perception, modulation transfer function. Image enhancements, Histograms, histogram modification, histogram equalisation, histogram specification, inverse transform. Image transforms, Fourier transform, properties of the FT (separability, translational, periodicity, rotational, scaling, convolution correlation), discrete Fourier transform, the fast Fourier transform (FFT) two-dimensional, FFT. Other image transforms (Walsh, Hadamard). Digital filtering, Filter kernels, neighbourhood filters, thresholding filters, gradient filters, laplacian filters, image, sharpening, directional illumination, filters, high and low pass filters. Geometrical distortion correction, image mosaic. Image display, colour display system, colour map, palette, pseudocolour density slicing, colour systems, CIE, RGB, HSL. Multispectral Images, Remote sensing, applications, principal components, astronomical images. Other techniques, feature identification using image statistics, simulated, annealing, Boltzmann machine. Artificial neural networks - concepts, approach, weights, learning schemes.
 
** To ensure that the most up-to-date information about unit references, texts and outcomes appears, they will be provided in your unit outline prior to commencement. **
 
Field of Education: 10301 Physics
Funding Cluster: 08 - Engineering, Science, Surveying
SOLT (Online) Definitions*: Informational
*Extent to which this unit or thesis utilises online information
Result Type: Grade/Mark

Availability

Year Location Period Internal Partially Online Internal Area External Central External Fully Online
2005 Bentley Campus Semester 2 Y        
Area
External
refers to external course/units run by the School or Department or offered by research.
Central
External
refers to external and online course/units run through the Curtin Bentley-based Distance Education Area
Partially
Online
Internal
refers to some (a portion of) learning provided by interacting with or downloading pre-packaged material from the Internet but with regular and ongoing participation with a face-to-face component retained. Excludes partially online internal course/units run through the Curtin Bentley-based Distance Education Area which remain Central External
Fully
Online
refers to the main (larger portion of) mode of learning provided via Internet interaction (including the downloading of pre-packaged material on the Internet). Excludes online course/units run through the Curtin Bentley-based Distance Education Area which remain Central External