Computer Vision

  1. Image Processing and Enhancement
    1. Point Operations
      1. Intensity Transformations
        1. Linear Transformations
          1. Brightness Adjustment
            1. Contrast Enhancement
              1. Gamma Correction
              2. Histogram Processing
                1. Histogram Analysis
                  1. Histogram Equalization
                    1. Adaptive Histogram Equalization
                      1. Histogram Specification
                      2. Thresholding Operations
                        1. Global Thresholding
                          1. Otsu's Method
                            1. Adaptive Thresholding
                              1. Multi-level Thresholding
                            2. Spatial Filtering
                              1. Linear Filtering Fundamentals
                                1. Convolution Operation
                                  1. Kernel Design Principles
                                    1. Separable Filters
                                      1. Border Handling Strategies
                                      2. Smoothing Filters
                                        1. Box Filter
                                          1. Gaussian Filter
                                            1. Gaussian Kernel Properties
                                              1. Standard Deviation Effects
                                              2. Weighted Averaging
                                              3. Sharpening Filters
                                                1. Laplacian Filter
                                                  1. Unsharp Masking
                                                    1. High-boost Filtering
                                                    2. Non-Linear Filtering
                                                      1. Median Filter
                                                        1. Order Statistics Filters
                                                          1. Bilateral Filter
                                                            1. Edge-Preserving Properties
                                                              1. Spatial and Range Kernels
                                                          2. Frequency Domain Processing
                                                            1. Fourier Transform Theory
                                                              1. 1D Fourier Transform
                                                                1. 2D Fourier Transform
                                                                  1. Discrete Fourier Transform
                                                                    1. Fast Fourier Transform
                                                                    2. Frequency Domain Analysis
                                                                      1. Magnitude Spectrum
                                                                        1. Phase Spectrum
                                                                          1. Power Spectrum
                                                                          2. Frequency Domain Filtering
                                                                            1. Low-pass Filtering
                                                                              1. High-pass Filtering
                                                                                1. Band-pass Filtering
                                                                                  1. Band-reject Filtering
                                                                                    1. Ideal vs Practical Filters
                                                                                    2. Applications of Frequency Analysis
                                                                                      1. Noise Analysis
                                                                                        1. Periodic Pattern Detection
                                                                                          1. Image Compression
                                                                                        2. Morphological Image Processing
                                                                                          1. Binary Morphology
                                                                                            1. Structuring Elements
                                                                                              1. Dilation Operation
                                                                                                1. Erosion Operation
                                                                                                  1. Opening Operation
                                                                                                    1. Closing Operation
                                                                                                    2. Advanced Morphological Operations
                                                                                                      1. Hit-or-Miss Transform
                                                                                                        1. Morphological Gradient
                                                                                                          1. Top-hat Transform
                                                                                                            1. Bottom-hat Transform
                                                                                                            2. Grayscale Morphology
                                                                                                              1. Grayscale Dilation and Erosion
                                                                                                                1. Morphological Reconstruction
                                                                                                                2. Applications
                                                                                                                  1. Noise Removal
                                                                                                                    1. Shape Analysis
                                                                                                                      1. Feature Extraction
                                                                                                                        1. Image Segmentation

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                                                                                                                    2. Digital Image Fundamentals

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                                                                                                                    4. Feature Detection and Description