Color Fundamentals Fasih ur Rehman Color Fundamentals White light consists of a continuous spectrum of colors ranging from violet to red. Color Spectrum Band of visible light is relatively narrow in the band of frequencies in the electromagnetic spectrum. Perception • The colors that humans perceive of an object are determined by the nature of the light reflected from the object. – Green objects reflect light with wavelengths in the 500 to 570 nm, and absorb those at other wavelengths. • The light is visible to human eyes if its wavelength is between 380-780 (nm). • If the light is achromatic, its only attribute is intensity. – The term gray level refers to a scalar ranging from black to white. Perception (Cont.) Primary Colors • The cone cells in human eye can be divided into three categories, corresponding roughly to red, green and blue (Figure 6.3). • Due to these characteristics of the human eye, colors are seen as variable combinations of the primary colors red (700 nm), green (546.1 nm), and blue (435.8 nm). – Standardized in 1931. – This standardization does not mean these three primary colors can generate all spectrum colors. Secondary Colors • The primary colors can be added to produce the secondary colors of light: Cyan, Magenta, Yellow. • The primary colors of pigments are cyan, magenta, and yellow, while the secondary colors are red, green, and blue. More Fundamentals • The characteristics generally used to distinguish one color from another are hue, saturation, and brightness. – Hue: associated with color as perceived by an observer. – Saturation: relative purity or the amount of white light mixed with a hue. – Brightness: intensity of light. • Hue and saturation are taken together are called chromaticity; therefore, a color can be characterized by its chromaticity and brightness. Color Diagram Chromaticity Diagram • Has superior performance over other color transforms especially in clustering of color distribution and estimate of color difference • Shows color as a function of x (red) and y (green) • Useful for color mixing • Boundary of the diagram shows fully saturated • Equal energy point Color Models • The color model (color space or color system) is to facilitate the specification of colors in some standards. • Color model is a specification of a coordinate system and a subspace within the system where a color is represented. – RGB: color monitor – CMY (cyan, magenta, yellow): color printing – HSI (hue intensity and saturation): decouple the color and gray-scale information. RGB Color Model • Images represented in the RGB color model consist of three component images, one for each primary image Color Planes The RGB Color Model • The number of bits used to represent each pixel in RGB space is called the pixel depth. • The term full-color image is used to denote a 24-bit RGB color image. The CMY Color Model • Suppose colors in RGB are normalized in [0, 1]. The RGB to CMY conversion is given by C 1 R M 1 G Y 1 B • Instead of adding C,M, and Y to produce black, a fourth color black is added, giving rise to the CMYK color model. The HSI Color Model • Human describes color in terms of hue, saturation and brightness. – Hue: describe the pure color, pure yellow, orange, green or red. – Saturation measures the degree to which a pure color is diluted by white light. – Brightness is a subjective descriptor difficult to be measured. • Comparison: – The RGB model is ideal for image color generation. – The HSI model is an ideal tool for developing image processing algorithms based on color descriptions Conversion (RGB to HSI) • Consider a color point in the RGB color cube. – Intensity: find the intersection on the intensity axis with a perpendicular plane containing the color point. – Saturation: The distance of the color point to the intensity axis. • The saturation on the intensity axis is zero. – Hue: consider the triangle enclosed by white, black, cyan. The color on this triangle is a mixture of these three colors Conceptual Relationship RGB - HSI • All pointes contained in the plane segment are defined by the intensity and boundary of the cube have the same hue Hue Measurement The HSI Color Model Conversions • From RGB to HSI H 360 if BG if BG 1 / 2[( R G) ( R B)] cos 2 1/ 2 [( R G) (( R B)(G B)] 1 • S=1-[3/(R+G+B)][min(R, G, B)] • I=(R+G+B)/3 Conversions (Cont.) • RG sector (0<H<120) B = I(1-S) S cos H R I 1 o cos( 60 H ) G = 3I-(R+B) Conversions (Cont.) • GB sector (120≤H<240) – First, let H = H -120 R=I(1-S) S cos H G I 1 o cos( 60 H ) B=3I-(R+G) Conversions (Cont.) • BR sector (240 ≤ H ≤ 360) – First, let H = H -240 G = I(1-S) S cos H B I 1 o cos(60 H ) R = 3I-(G+B) The HSI Color Model
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