Image Processing

  1. Advanced Topics
    1. Wavelets and Multiresolution Processing
      1. Image Pyramids
        1. Gaussian Pyramid
          1. Successive Smoothing and Subsampling
            1. Level Construction
            2. Laplacian Pyramid
              1. Difference of Gaussian Levels
                1. Perfect Reconstruction
                2. Applications in Image Processing
                3. Subband Coding
                  1. Frequency Band Decomposition
                    1. Quadrature Mirror Filters
                      1. Perfect Reconstruction Conditions
                      2. Wavelet Transforms
                        1. Continuous Wavelet Transform
                          1. Mother Wavelet Functions
                            1. Scale and Translation Parameters
                            2. Discrete Wavelet Transform
                              1. Fast Wavelet Transform Algorithm
                                1. Filter Bank Implementation
                                2. Multiresolution Analysis
                                  1. Scaling Functions
                                    1. Wavelet Functions
                                      1. Orthogonality Conditions
                                    2. Wavelet Families
                                      1. Haar Wavelets
                                        1. Simplest Wavelet Basis
                                          1. Discontinuous Nature
                                          2. Daubechies Wavelets
                                            1. Compact Support
                                              1. Orthogonality Properties
                                              2. Biorthogonal Wavelets
                                                1. Linear Phase Property
                                                  1. Perfect Reconstruction
                                              3. Feature Extraction
                                                1. Boundary Descriptors
                                                  1. Chain Codes
                                                    1. 4-directional Codes
                                                      1. 8-directional Codes
                                                        1. Differential Chain Codes
                                                        2. Polygonal Approximation
                                                          1. Vertex Detection
                                                            1. Approximation Error
                                                            2. Fourier Descriptors
                                                              1. Boundary Representation
                                                                1. Shape Invariance
                                                                2. Curvature
                                                                  1. Local Curvature Computation
                                                                    1. Curvature Scale Space
                                                                  2. Regional Descriptors
                                                                    1. Geometric Properties
                                                                      1. Area Computation
                                                                        1. Perimeter Calculation
                                                                          1. Centroid Location
                                                                            1. Orientation
                                                                            2. Moment Descriptors
                                                                              1. Geometric Moments
                                                                                1. Central Moments
                                                                                  1. Normalized Moments
                                                                                    1. Hu Invariant Moments
                                                                                    2. Shape Descriptors
                                                                                      1. Compactness
                                                                                        1. Eccentricity
                                                                                          1. Solidity
                                                                                        2. Texture Descriptors
                                                                                          1. Statistical Texture Measures
                                                                                            1. First-order Statistics
                                                                                              1. Second-order Statistics
                                                                                              2. Gray-Level Co-occurrence Matrices
                                                                                                1. GLCM Construction
                                                                                                  1. Haralick Features
                                                                                                    1. Texture Energy and Entropy
                                                                                                    2. Local Binary Patterns
                                                                                                      1. LBP Computation
                                                                                                        1. Rotation Invariant LBP
                                                                                                          1. Uniform Patterns
                                                                                                          2. Gabor Filters
                                                                                                            1. Gabor Function Properties
                                                                                                              1. Multi-scale and Multi-orientation
                                                                                                                1. Texture Classification
                                                                                                            2. Image Registration
                                                                                                              1. Feature-Based Methods
                                                                                                                1. Keypoint Detection
                                                                                                                  1. Harris Corner Detector
                                                                                                                    1. SIFT Features
                                                                                                                      1. SURF Features
                                                                                                                        1. ORB Features
                                                                                                                        2. Feature Matching
                                                                                                                          1. Descriptor Matching
                                                                                                                            1. Outlier Rejection
                                                                                                                              1. RANSAC Algorithm
                                                                                                                            2. Intensity-Based Methods
                                                                                                                              1. Similarity Measures
                                                                                                                                1. Sum of Squared Differences
                                                                                                                                  1. Normalized Cross-Correlation
                                                                                                                                    1. Mutual Information
                                                                                                                                    2. Optimization Techniques
                                                                                                                                      1. Gradient Descent
                                                                                                                                        1. Powell's Method
                                                                                                                                          1. Genetic Algorithms
                                                                                                                                        2. Transformation Models
                                                                                                                                          1. Rigid Transformations
                                                                                                                                            1. Translation and Rotation
                                                                                                                                              1. 3 Degrees of Freedom
                                                                                                                                              2. Similarity Transformations
                                                                                                                                                1. Uniform Scaling Addition
                                                                                                                                                  1. 4 Degrees of Freedom
                                                                                                                                                  2. Affine Transformations
                                                                                                                                                    1. Linear Transformations
                                                                                                                                                      1. 6 Degrees of Freedom
                                                                                                                                                      2. Projective Transformations
                                                                                                                                                        1. Perspective Transformations
                                                                                                                                                          1. 8 Degrees of Freedom
                                                                                                                                                        2. Registration Pipeline
                                                                                                                                                          1. Preprocessing Steps
                                                                                                                                                            1. Feature Detection and Matching
                                                                                                                                                              1. Transformation Estimation
                                                                                                                                                                1. Image Resampling
                                                                                                                                                                  1. Quality Assessment

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                                                                                                                                                              9. Image Compression

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                                                                                                                                                              1. Fundamentals of Digital Images