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Colorization using optimization

ACM Transactions on Graphics · 2004 · Vol. 23(3) · pp. 689–694
Anat LevinDani LischinskiYair Weiss

Abstract

Colorization is a computer-assisted process of adding color to a monochrome image or movie. The process typically involves segmenting images into regions and tracking these regions across image sequences. Neither of these tasks can be performed reliably in practice; consequently, colorization requires considerable user intervention and remains a tedious, time-consuming, and expensive task.In this paper we present a simple colorization method that requires neither precise image segmentation, nor accurate region tracking. Our method is based on a simple premise; neighboring pixels in space-time that have similar intensities should have similar colors. We formalize this premise using a quadratic cost function and obtain an optimization problem that can be solved efficiently using standard techniques. In our approach an artist only needs to annotate the image with a few color scribbles, and the indicated colors are automatically propagated in both space and time to produce a fully colorized image or sequence. We demonstrate that high quality colorizations of stills and movie clips may be obtained from a relatively modest amount of user input.

Advanced Vision and ImagingGenerative Adversarial Networks and Image SynthesisComputer Graphics and Visualization TechniquesComputer scienceMonochromeArtificial intelligenceComputer visionPixelImage (mathematics)Simple (philosophy)Process (computing)Color space
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1,427
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