school of computer science & information technology g6dpmm - lecture 6 colour science &...
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School of Computer Science & Information Technology
School of Computer Science & Information Technology
G6DPMM - Lecture 6G6DPMM - Lecture 6
Colour Science & Colour ModelsColour Science & Colour Models
Colour RepresentationColour Representation Colour is represented as a numberColour is represented as a number Indexed Colour (<24 bit)Indexed Colour (<24 bit)
Each number is an index into a lookup table (palette)Each number is an index into a lookup table (palette)For example (a 2-bit palette):For example (a 2-bit palette):
0 – black0 – black 1 – white1 – white 2 – red2 – red 3 – green3 – green
Implemented in hardware (obsolete)Implemented in hardware (obsolete) True colour definitionTrue colour definition ColourmappingColourmapping
True Colour (25 bit)True Colour (25 bit) Each number represents a colour using a mathematical model Each number represents a colour using a mathematical model
known as a “colour model”known as a “colour model”
The Physics of ColourThe Physics of Colour
Light is an EM wave in the “visible” part of the Light is an EM wave in the “visible” part of the spectrum (400-700nm)spectrum (400-700nm)
Frequency represents colourFrequency represents colour Amplitude represents brightnessAmplitude represents brightness
CosmicRays
GammaRays
X-Rays UV Visible Light
IR Microwaves TV Radio Electricity
0.00001nm 0.001nm 1nm 10nm 0.00003m 0.03m 0.3m 30m 5,500km
400nm 700nm
The Biology of ColourThe Biology of Colour The human eyeThe human eye
Light is focused onto the retinaLight is focused onto the retina The retina contains rods and conesThe retina contains rods and cones
RodsRods Very sensitive – can detect amplitude of lightVery sensitive – can detect amplitude of light No mechanism for colour detectionNo mechanism for colour detection
ConesCones Less sensitiveLess sensitive Three types – Red, Green & BlueThree types – Red, Green & Blue Each can detect the amplitude of one “primary” colourEach can detect the amplitude of one “primary” colour
Additive coloursAdditive colours Cognition not physics!Cognition not physics! Approximately 10-20 million additive colours can be distinguishedApproximately 10-20 million additive colours can be distinguished
Primary / Additive ColoursPrimary / Additive Colours
Red Green Blue
Red & GreenRed & BlueGreen & BlueRed, Green & BlueNone
Red Green Blue
Yellow Purple Cyan White Black
Primary
Additive
RGB Colour Model 3 Colour Channels3 Colour Channels
RGB - 1 byte each - 0-255RGB - 1 byte each - 0-255
Encodes 256 x 256 x 256 = 16,777,216 ColoursEncodes 256 x 256 x 256 = 16,777,216 Colours True colour (24 bit colour)True colour (24 bit colour) Notation is 3 integers (often written as hex)Notation is 3 integers (often written as hex) ExamplesExamples
255, 255, 255 (FF FF FF) - White255, 255, 255 (FF FF FF) - White 255, 0, 0 (FF 00 00) - Red255, 0, 0 (FF 00 00) - Red 255, 0, 255 (FF 00 FF) - Magena255, 0, 255 (FF 00 FF) - Magena 100, 100, 50 (64 64 32) - Olive100, 100, 50 (64 64 32) - Olive
HSB Colour Model Hue, Saturation & BrightnessHue, Saturation & Brightness
Hue is an angle (0-360)Hue is an angle (0-360)specifying the position on a specifying the position on a colour wheel.colour wheel.
Saturation is a percentage representing Saturation is a percentage representing the difference from a neutral grey.the difference from a neutral grey.
Brightness is a Brightness is a percentage representing percentage representing the continuum from the continuum from black to white.black to white.
0% 100%
0% 100%
Other Colour Models CMYK CMYK
Used mostly for printing, based on cyan, magenta, Used mostly for printing, based on cyan, magenta, yellow and black inks used for colour separation.yellow and black inks used for colour separation.
YIQ & YUV YIQ & YUV Used for broadcast TV, an analogue system based upon Used for broadcast TV, an analogue system based upon
luminance, chrominance of wave phases.luminance, chrominance of wave phases. YCCYCC
Developed by Kodak for Photo CDDeveloped by Kodak for Photo CD PantonePantone
Colour “catalogue” used by printing industry.Colour “catalogue” used by printing industry.
Colour Management
““Perceived” colour is hard to keep exactly constant.Perceived” colour is hard to keep exactly constant. Many factors affect thisMany factors affect this
Colour modelColour model MonitorMonitor Ambient lightingAmbient lighting Platform (eg Macintosh is typically “brighter” than Windows)Platform (eg Macintosh is typically “brighter” than Windows)
Major problem in multimediaMajor problem in multimedia
Image Processing
Processing techniques can create an illusion of Processing techniques can create an illusion of colour and detail that is not really present.colour and detail that is not really present.
DitheringDithering When reducing colour depth each pixel must be When reducing colour depth each pixel must be
replaced with a corresponding pixel in the target replaced with a corresponding pixel in the target palette.palette.
AntialiasingAntialiasing When resizing each pixel may be replaced by When resizing each pixel may be replaced by
intermediate colours to avoid “pixelation”intermediate colours to avoid “pixelation”
Dithering
Each pixel must be replaced with a corresponding Each pixel must be replaced with a corresponding pixel in the target palette.pixel in the target palette.
Adjacent pixels are examined and intermediate Adjacent pixels are examined and intermediate colours may be usedcolours may be used
Dithering software is built into most bitmap Dithering software is built into most bitmap editing/processing softwareediting/processing software
Algorithms:Algorithms: RandomRandom AverageAverage OrderedOrdered Floyd-SteinbergFloyd-Steinberg
Random Dither
Generate a random (0-255) number Generate a random (0-255) number for each pixelfor each pixel
If greater than the number If greater than the number pixel=white otherwise blackpixel=white otherwise black
Crude and “noisy”.Crude and “noisy”.Almost never usedAlmost never used
Random DitherRandom Dither
Average Dither
Calculate an average pixel valueCalculate an average pixel valueIf each pixel is above this then white, If each pixel is above this then white,
else black.else black.Crude and “contrasty”.Crude and “contrasty”.Almost never used.Almost never used.
Average DitherAverage Dither
Ordered Dither (pattern)
Divide the image into ordered cells - ie Divide the image into ordered cells - ie matrices.matrices.
Uses matrix arithmetic to compare each pixel Uses matrix arithmetic to compare each pixel with the average “threshold”.with the average “threshold”.
Generate a block of pixels to represent each Generate a block of pixels to represent each cell.cell.
Widely used by the printing industry - rare in Widely used by the printing industry - rare in multimedia.multimedia.
Ordered DitherOrdered Dither
Floyd-Steinberg Dither
Error diffusion, diffusion, dispersion.Error diffusion, diffusion, dispersion. For each pixel the closest colour is found For each pixel the closest colour is found The difference between this and the original is the error for The difference between this and the original is the error for
that pixel.that pixel. The error is then “diffused” over adjacent pixels that have not The error is then “diffused” over adjacent pixels that have not
yet been processed.yet been processed. When these pixels are processed, the error is added to the When these pixels are processed, the error is added to the
newly calculated colour.newly calculated colour. Widely used in multimedia.Widely used in multimedia. Many minor variants.Many minor variants.
Floyd-Steinberg DitherFloyd-Steinberg Dither
Original (24-bit) ImageOriginal (24-bit) Image
8 Colour - No Dither8 Colour - No Dither
8 Colour - Ordered Dither8 Colour - Ordered Dither
8 Colour - Diffusion Dither8 Colour - Diffusion Dither
Antialiasing
ResamplingResampling Avoids pixellation (“jaggies”) on resizing.Avoids pixellation (“jaggies”) on resizing. Creates intermediate colour pixels around Creates intermediate colour pixels around
edges.edges.
Original ImageOriginal Image
Scaled ImageScaled Image
Scaled Image (detail)Scaled Image (detail)
Scaled Image (antialiased)Scaled Image (antialiased)
Antialiased image - detailAntialiased image - detail