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Transferring Color to Greyscale Images Tomihisa Welsh, Michael Ashikhmin, Klaus Mueller (Stony Brook University) SIGGRAPH2002
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What is Colorization? Woody Allen: –"colorization" of films "is a `monstrous,' disgusting,' horrible,' `sinful,' `absurd,' `humiliating,' `preposterous,' and `insulting' mutilation and defacing of genuine works of art, in which computers are used to `doctor' and `tamper' with the `great originals,' thereby creating `degraded,' `cheesy,' artificial symbols of one society's greed."
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What can it do? “Colorize” old movies Make black and white pictures color Adds a dimension to MRI’s or airport luggage scans Lifelike electron microscope scans
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Why is it difficult? Grayscale images consist of one dimensional data –Luminance data –No Saturation or Hue 3D HSL colors have 256x256 or ~66,000 colors with a given Luminance
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It’s still not easy… Different sections of an image might have same lumination but very different hue.
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But let’s give it a shot We need a color space HSL and RGB just wont cut it Domo Arigato Mr. Ruderman et. Al. 1998 –Created l, a, B color space –Decorellated space Linearly independent Luminance ( l ) Yellow-blue ( a ) Red-Green ( B )
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Come again? Conversion: LMS = Long, medium, and short wavelength Now that we have our new color space, we turn to some sadis…I mean statistics
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Scale and correct l, a, and B
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RGB to LAB
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Luminance Mapping Source image = color image Target image = grayscale image
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Luminance Mapping part Deux Hertzmann et. Al. 2001 –Standard deviation of 5x5 pixel neighborhood –Match source and target based on combination of luminance (50%) and std. dev. (50%) –Map the match
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Map it Luminance Channel Target Remapped Source
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Houston… There is a problem with this. What if there are different sections of the picture?
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Swatches Indicate similar parts of a scene
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Examples
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More Examples
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Video Why not extend this to video? Industry born in 1970 (Wilson Markle) Recolorized movies use these techniques Source frame used every camera change Once have first target, use that as source User-defined swatches can track movement
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Waves
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Horses
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This is your brain
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At what cost? In 1987 $3,000/min or $300,000/movie One Critic calls it the “Bastardization” of film Brings in on average $500,000/release
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Oh, Cool
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Wrap-Up Get source and target Convert colors to l, a, B Map colors Use swatches for faster better results Process takes between 15 seconds and 4 minutes on Pentium III 900 MHz CPU Use MATLAB
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