Computer Vision with OpenCV

  1. Histograms and Image Analysis
    1. Histogram Calculation
      1. Grayscale Histograms
        1. Color Channel Histograms
          1. Multi-dimensional Histograms
            1. Histogram Parameters
              1. Bin Count
                1. Value Ranges
                  1. Mask Usage
                2. Histogram Equalization
                  1. Standard Histogram Equalization
                    1. Contrast Limited Adaptive Histogram Equalization
                      1. CLAHE Parameters
                        1. Tile Grid Size
                      2. 2D Histograms
                        1. Joint Color Channel Analysis
                          1. Visualization Techniques
                          2. Histogram Backprojection
                            1. Object Tracking Applications
                              1. Probability Map Generation
                              2. Image Gradients
                                1. Gradient Concepts
                                  1. Sobel Operator
                                    1. X-direction Gradients
                                      1. Y-direction Gradients
                                        1. Combined Gradients
                                        2. Scharr Operator
                                          1. Laplacian Operator
                                            1. Gradient Magnitude and Direction
                                            2. Edge Detection
                                              1. Canny Edge Detection
                                                1. Noise Reduction Stage
                                                  1. Gradient Calculation Stage
                                                    1. Non-Maximum Suppression
                                                      1. Double Thresholding
                                                        1. Edge Tracking by Hysteresis
                                                        2. Parameter Tuning
                                                          1. Lower Threshold
                                                            1. Upper Threshold
                                                              1. Aperture Size

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                                                          3. Image Processing Fundamentals

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                                                          5. Feature Detection and Description