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Manifold preserving edit propagation

Published: 01 November 2012 Publication History

Abstract

We propose a novel edit propagation algorithm for interactive image and video manipulations. Our approach uses the locally linear embedding (LLE) to represent each pixel as a linear combination of its neighbors in a feature space. While previous methods require similar pixels to have similar results, we seek to maintain the manifold structure formed by all pixels in the feature space. Specifically, we require each pixel to be the same linear combination of its neighbors in the result. Compared with previous methods, our proposed algorithm is more robust to color blending in the input data. Furthermore, since every pixel is only related to a few nearest neighbors, our algorithm easily achieves good runtime efficiency. We demonstrate our manifold preserving edit propagation on various applications.

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cover image ACM Transactions on Graphics
ACM Transactions on Graphics  Volume 31, Issue 6
November 2012
794 pages
ISSN:0730-0301
EISSN:1557-7368
DOI:10.1145/2366145
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 01 November 2012
Published in TOG Volume 31, Issue 6

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Author Tags

  1. colorization
  2. edit propagation
  3. manifold preserving
  4. matting
  5. recoloring

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