Computer Vision and Image Analysis

  1. Image Formation and Representation
    1. Physics of Light and Imaging
      1. Electromagnetic Spectrum
        1. Visible Light Range
          1. Infrared Radiation
            1. Ultraviolet Radiation
            2. Light Interaction with Matter
              1. Reflection Properties
                1. Absorption and Transmission
                  1. Scattering Effects
                  2. Color Theory
                    1. Additive Color Systems
                      1. Subtractive Color Systems
                        1. Color Constancy
                          1. Metamerism
                        2. Digital Image Fundamentals
                          1. Image Formation Process
                            1. Light to Digital Conversion
                              1. Sensor Technologies
                              2. Pixel Representation
                                1. Discrete Sampling
                                  1. Pixel Neighborhoods
                                    1. Image Coordinate Systems
                                    2. Image Resolution
                                      1. Spatial Resolution
                                        1. Intensity Resolution
                                          1. Temporal Resolution
                                          2. Sampling and Quantization
                                            1. Nyquist Sampling Theorem
                                              1. Aliasing Effects
                                                1. Anti-aliasing Techniques
                                                  1. Bit Depth Considerations
                                                2. Color Spaces and Models
                                                  1. RGB Color Space
                                                    1. Primary Colors
                                                      1. Additive Mixing
                                                        1. Device Dependencies
                                                        2. HSV Color Space
                                                          1. Hue Component
                                                            1. Saturation Component
                                                              1. Value Component
                                                                1. Perceptual Advantages
                                                                2. Grayscale Representation
                                                                  1. Luminance Calculation
                                                                    1. Weighted Averaging
                                                                    2. Advanced Color Spaces
                                                                      1. CMYK for Printing
                                                                        1. Lab Color Space
                                                                          1. YCbCr for Video
                                                                            1. HSL Variations
                                                                          2. Camera Models and Geometry
                                                                            1. Pinhole Camera Model
                                                                              1. Geometric Principles
                                                                                1. Camera Matrix Formation
                                                                                  1. Projection Equations
                                                                                  2. Lens Systems
                                                                                    1. Thin Lens Model
                                                                                      1. Focal Length Effects
                                                                                        1. Depth of Field
                                                                                        2. Camera Distortions
                                                                                          1. Radial Distortion
                                                                                            1. Tangential Distortion
                                                                                              1. Correction Methods
                                                                                              2. Camera Calibration
                                                                                                1. Intrinsic Parameter Estimation
                                                                                                  1. Extrinsic Parameter Estimation
                                                                                                    1. Calibration Patterns
                                                                                                      1. Calibration Algorithms
                                                                                                      2. Geometric Projections
                                                                                                        1. Perspective Projection
                                                                                                          1. Orthographic Projection
                                                                                                            1. Homogeneous Coordinates
                                                                                                              1. Transformation Matrices

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                                                                                                          1. Foundations of Computer Vision

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                                                                                                          3. Fundamental Image Processing