Computer Vision and Image Analysis

  1. Fundamental Image Processing
    1. Point Operations
      1. Intensity Transformations
        1. Linear Transformations
          1. Nonlinear Transformations
            1. Piecewise Linear Functions
            2. Histogram Processing
              1. Histogram Computation
                1. Histogram Equalization
                  1. Histogram Specification
                    1. Local Histogram Processing
                    2. Thresholding Operations
                      1. Global Thresholding
                        1. Adaptive Thresholding
                          1. Multi-level Thresholding
                            1. Optimal Threshold Selection
                          2. Spatial Domain Filtering
                            1. Convolution Operations
                              1. Kernel Design
                                1. Convolution vs. Correlation
                                  1. Separable Filters
                                    1. Boundary Conditions
                                    2. Smoothing Filters
                                      1. Box Filter
                                        1. Gaussian Filter
                                          1. Median Filter
                                            1. Bilateral Filter
                                              1. Non-local Means
                                              2. Sharpening Filters
                                                1. Laplacian Operator
                                                  1. Unsharp Masking
                                                    1. High-boost Filtering
                                                      1. Gradient-based Sharpening
                                                      2. Edge Enhancement
                                                        1. First-order Derivatives
                                                          1. Second-order Derivatives
                                                            1. Directional Derivatives
                                                          2. Frequency Domain Processing
                                                            1. Fourier Transform Theory
                                                              1. Continuous Fourier Transform
                                                                1. Discrete Fourier Transform
                                                                  1. Fast Fourier Transform
                                                                    1. Properties and Theorems
                                                                    2. Frequency Domain Filtering
                                                                      1. Ideal Filters
                                                                        1. Butterworth Filters
                                                                          1. Gaussian Filters
                                                                            1. Filter Design Principles
                                                                            2. Applications
                                                                              1. Noise Removal
                                                                                1. Image Enhancement
                                                                                  1. Pattern Analysis
                                                                                    1. Compression
                                                                                  2. Morphological Operations
                                                                                    1. Binary Morphology
                                                                                      1. Structuring Elements
                                                                                        1. Dilation Operation
                                                                                          1. Erosion Operation
                                                                                            1. Hit-or-Miss Transform
                                                                                            2. Compound Operations
                                                                                              1. Opening Operation
                                                                                                1. Closing Operation
                                                                                                  1. Morphological Gradient
                                                                                                    1. Top-hat Transform
                                                                                                    2. Grayscale Morphology
                                                                                                      1. Grayscale Dilation
                                                                                                        1. Grayscale Erosion
                                                                                                          1. Reconstruction Operations
                                                                                                          2. Applications
                                                                                                            1. Noise Removal
                                                                                                              1. Shape Analysis
                                                                                                                1. Skeletonization
                                                                                                                  1. Boundary Extraction

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                                                                                                              2. Image Formation and Representation

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                                                                                                              4. Feature Detection and Description