Course Code:
bspmtip
Duration:
14 hours
Course Outline:
Overview of image transforms
- Fourier transform
- Wavelet transform
- Hough transform.
Deblurring techniques
- Blind deconvolution
- Lucy-Richardson algorithm
- Regularized deconvolution
- Wiener filter.
Image Enhancement
- Contrast manipulation
- Case study: enhancing Landsat images.
Image alignment
- Registration of multiple images
- Case study: aligning CT scan and MRI image.
Image analysis
- Clustering images using K-means
- Detecting complex image features
- Case study: identifying cars in traffic
- Case study: identifying broad scale features in satellite images
- Using images for measurement: analysing scale and perspective
- Principal components analysis
- Case study: analyzing human face data.