Certification
Online Course
Tutorial/How To/Guides
Super Resolution
This lecture overviews Super Resolution that has many applications in digital imaging, display and printing.
Certification
Online Course
Tutorial/How To/Guides
Digital Image Processing
This lecture overviews Digital Image Processing that has many applications in improving image visual quality.
Certification
Online Course
Tutorial/How To/Guides
Digital Image Filtering
This lecture overviews Image Filtering, which is very important to ensure high image quality and image denoising. It covers the following topics in detail: Image noise. 2D FIR filters, including Moving average filters. Spatial filters.
Certification
Online Course
Tutorial/How To/Guides
Computational Aesthetics
This lecture overviews Computational Aesthetics that has many applications in visual arts and computer graphics. It covers the following topics in detail: Neuroaesthetics. Computational Aesthetics. Critical problems in aesthetics.
Certification
Online Course
Tutorial/How To/Guides
Image Quality
This lecture overviews Image Quality that has many applications in image filtering, processing, transmission, streaming and TV.
Certification
Online Course
Tutorial/How To/Guides
Colour Theory
This lecture overviews Colour Theory that has many applications in digital image/video processing and analysis, multimedia sites and in digital TV.
Certification
Online Course
Tutorial/How To/Guides
Image Perception
This lecture overviews Image Perception. This is very important to understand image quality issues and develop many appropriate image processing operations.
Certification
Online Course
Tutorial/How To/Guides
Human Visual System
This lecture overviews the Human Visual System that has many applications in understanding image perception and image quality issues. It covers the following topics in detail: Human Visual System (eyes and visual pathway, stereo vision).
Certification
Online Course
Tutorial/How To/Guides
Digital Image Formation
This lecture overviews Image Formation, which is of primary importance in ensuring image quality and enabling image processing. It covers the following topics in detail: Light reflection models. Camera structure and models, e.g., Pinhole Camera.
Certification
Online Course
Tutorial/How To/Guides
Image Transforms
This lecture overviews Image Transforms that are instrumental in image filtering, compression and power spectrum estimation.
Certification
Online Course
Tutorial/How To/Guides
Fast 2D Convolutions Algorithms
This lecture will overview 2D linear and cyclic convolution. Then it will present their fast execution through FFTs, resulting in algorithms having computational complexity of the order O(N^2log2N).
Certification
Online Course
Tutorial/How To/Guides
2D Digital Filter Design and Implementation
This lecture overviews 2D Digital Filter Design and Implementation that has many applications in digital image filtering, computer vision (template matching) and convolutional neural networks .