Digital image processing
Digital image fundamentals and transforms
Image enhancement techniques
Image restoration
Image compression
Image segmentation and representation
Color Image Processing
Image Registration
- Compression fundamentals
- Image restoration
- Linear position invariant degradation models
- Elements of visual perception
- Color perception
- Image sampling and quantization
- Basic relationship between pixels
- Basic geometric transformations
- Introduction to fourier transform and DFT
- Fast fourier transform
- Properties of two dimensional fourier transform
- Separable image transforms
- Walsh, Hadamard, discrete cosine, Haar and Slant transforms
- Image Classification
- Classification Error Matrix
- Lossless compression
- Lossy compression
- Lempel-Ziv-Welch (LZW) Compression
- Lempel-Ziv-Welch (LZW) decompression
- Bit plane coding
- Differential Pulse Code Modulation (DPCM)
- Transform Coding
- Wavelet Image Coding
- JPEG Compression
- MPEG Compression
- Basics of Vector quantization
- The Hough transform
- Image Enhancement Techniques
- Band ratioing
- Image Fusion
- Image representation
- Image Segmentation
- Edge Detection
- Image thresholding
- Region based segmentation
- Boundary Representation Models
- Data structure of boundary representation models
- Vertex-based boundary model
- Face-based boundary models
- Graph representation
- Validity of boundary models
- Faceted modelers for some B-rep systems
- Two-and-half dimensional drawing
- Advantage and disadvantage of boundary representation
- Global properties using B-rep model
- Polygonal approximation
- Algorithm for closed contours
- Solution for closed contours
- Heuristic algorithms
- Optimal algorithms for min-# problem
- Iterative reduced search
- Boundary Descriptors
- Radial Distance Measures
- Linear Discriminant Analysis
- Reduced search algorithm
- Edge detection techniques
- Laplacian of Gaussian
- Canny Edge Detection Algorithm
- Fundamentals of color
- The RGB Color Model
- Additive vs. Subtractive Color Models
- Interactive Specification of Color
- Colour Image Processing
- CIE primaries
- The HSI Model
- The YIQ Model
- Transferring Color to Greyscale Images
- Basics of Full-Colour Image Processing
- Colour Slicing
- Tone and Colour Corrections
- Intensity slicing
- Intensity to color transformation
- Morphological Image Processing
- Dilating an Image
- Structuring Element Decomposition
- Structuring Elements
- Eroding an Image
- Combination of Dilation and Erosion
- Dilation- and Erosion-Based Functions
- Hole filling
- Convex hull
- Thinning
- Skeletonization
- Closing operator
- Opening operator
- Hit-and-Miss Transform
- Image Registration Techniques
- Classification of Image Registration
- Image Rectification and Registration
- Methods of Registration
- Geometrical transformations
- Plane to Plane transformation
- Features of the Registration Framework
- Evaluation of the image registration accuracy
- Stereo Imaging
- Extraction of Depth Information
- Stereo Image Algorithms
- Depth Recovery Algorithm
- Shape from X
- Range Imaging