skip to main content
article

Manga colorization

Published: 01 July 2006 Publication History

Abstract

This paper proposes a novel colorization technique that propagates color over regions exhibiting pattern-continuity as well as intensity-continuity. The proposed method works effectively on colorizing black-and-white manga which contains intensive amount of strokes, hatching, halftoning and screening. Such fine details and discontinuities in intensity introduce many difficulties to intensity-based colorization methods. Once the user scribbles on the drawing, a local, statistical based pattern feature obtained with Gabor wavelet filters is applied to measure the pattern-continuity. The boundary is then propagated by the level set method that monitors the pattern-continuity. Regions with open boundaries or multiple disjointed regions with similar patterns can be sensibly segmented by a single scribble. With the segmented regions, various colorization techniques can be applied to replace colors, colorize with stroke preservation, or even convert pattern to shading. Several results are shown to demonstrate the effectiveness and convenience of the proposed method.

Supplementary Material

JPG File (p1214-qu-high.jpg)
JPG File (p1214-qu-low.jpg)
High Resolution (p1214-qu-high.mov)
Low Resolution (p1214-qu-low.mov)

References

[1]
Burns, G. Colorization. museum of broadcast communications: Encyclopedia of television. http://www.museum.tv/archives/etv/index.html.
[2]
Galun, M., Sharon, E., Basri, R., and Brandt, A. 2003. Texture segmentation by multiscale aggregation of filter responses and shape elements. In Proceedings of IEEE International Conference on Computer Vision, 716--723.
[3]
Hertzmann, A., Jacobs, C. E., Oliver, N., Curless, B., and Salesin, D. H. 2001. Image analogies. In Proceedings of SIGGRAPH 2001, Computer Graphics Proceedings, Annual Conference Series, 327--340.
[4]
Hofmann, T., Puzicha, J., and Buhmann, J. M. 1998. Unsupervised texture segmentation in a deterministic annealing framework. IEEE Transactions on Pattern Analysis and Machine Intelligence 20, 8, 803--818.
[5]
Irony, R., Cohen-Or, D., and Lischinski, D. 2005. Colorization by example. In Proc. of Eurographics Symposium on Rendering 2005, 201--210.
[6]
Julesz, B. 1981. Textons, the elements of texture perception, and their interactions. Nature 290, 91--97.
[7]
Levin, A., Lischinski, D., and Weiss, Y. 2004. Colorization using optimization. ACM Transactions on Graphics, 3, 689--694.
[8]
Manjunath, B. S., and Ma, W. Y. 1996. Texture features for browsing and retrieval of image data. IEEE Transactions on Pattern Analysis and Machine Intelligence 18, 8, 837--842.
[9]
Markle, W., and Hunt, B. 1987. Coloring a black and white signal using motion detection. Canadian patent no. 1291260 (December).
[10]
Neuraltek. 2003. Blackmagic photo colorization software. http://www.timebrush.com/blackmagic.
[11]
Osher, S., and Sethian, J. A. 1988. Fronts propagating with curvature-dependent speed: algorithms based on Hamilton-Jacobi formulations. Journal of Computational Physics 79, 1, 12--49.
[12]
Ostromoukhov, V., and Hersh, R. D. 1995. Artistic screening. In Proceedings of SIGGRAPH'95, 219--228.
[13]
Paragios, N., and Deriche, R. 1999. Geodesic active regions for supervised texture segmentation. In Proceedings of International Conference on Computer Vision, 926--932.
[14]
Reinhard, E., Ashikhmin, M., Gooch, B., and Shirley, P. 2001. Color transfer between images. IEEE Transactions on Computer Graphics and Applications 21, 5, 34--41.
[15]
Sethian, J. A. 1996. Level Set Methods. Cambridge University Press.
[16]
Sethian, J. A. 1999. Level Set Methods and Fast Marching Methods: Evolving Interfaces in Computational Geometry, Fluid Mechanics, Computer Vision, and Materials Science. Cambridge University Press.
[17]
Silberg, J. 1998. The pleasantville post production team that focussed on the absence of color. Cinesite Press Article. http://www.Cinesite.com/core/PRESS/articles/1998/10_00_98-team.html.
[18]
Sykora, D., Burianek, J., and Jirizara. 2004. Unsupervised colorization of black-and-white cartoons. In Proc. of Third International Symposium on Non Photorealistic Animation and Rendering, 121--128.
[19]
Varma, M., and Zisserman, A. 2003. Texture classification: Are filter banks necessary? In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 691--698.
[20]
Weldon, T. P., Higgins, W. E., and Dunn, D. F. 1996. Efficient Gabor filter design for texture segmentation. Pattern Recognition 29, 12, 2005--2015.
[21]
Welsh, T., Ashikhmin, M., and Mueller, K. 2002. Transferring color to grayscale images. In Proceedings of SIGGRAPH 2002, Computer Graphics Proceedings, Annual Conference Series, 277--280.

Cited By

View all
  • (2025)CSPDAE: Colorization via SuperPixel Downsampler Denoising AutoEncoder towards enhanced color structural clarityNeurocomputing10.1016/j.neucom.2024.129028618(129028)Online publication date: Feb-2025
  • (2025)Image colorization: A survey and datasetInformation Fusion10.1016/j.inffus.2024.102720114(102720)Online publication date: Feb-2025
  • (2024)DBSF-Net: Infrared Image Colorization Based on the Generative Adversarial Model with Dual-Branch Feature Extraction and Spatial-Frequency-Domain DiscriminationRemote Sensing10.3390/rs1620376616:20(3766)Online publication date: 10-Oct-2024
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Transactions on Graphics
ACM Transactions on Graphics  Volume 25, Issue 3
July 2006
742 pages
ISSN:0730-0301
EISSN:1557-7368
DOI:10.1145/1141911
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]

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 July 2006
Published in TOG Volume 25, Issue 3

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. colorization
  2. manga
  3. segmentation

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)92
  • Downloads (Last 6 weeks)9
Reflects downloads up to 21 Jan 2025

Other Metrics

Citations

Cited By

View all
  • (2025)CSPDAE: Colorization via SuperPixel Downsampler Denoising AutoEncoder towards enhanced color structural clarityNeurocomputing10.1016/j.neucom.2024.129028618(129028)Online publication date: Feb-2025
  • (2025)Image colorization: A survey and datasetInformation Fusion10.1016/j.inffus.2024.102720114(102720)Online publication date: Feb-2025
  • (2024)DBSF-Net: Infrared Image Colorization Based on the Generative Adversarial Model with Dual-Branch Feature Extraction and Spatial-Frequency-Domain DiscriminationRemote Sensing10.3390/rs1620376616:20(3766)Online publication date: 10-Oct-2024
  • (2024)LVCD: Reference-based Lineart Video Colorization with Diffusion ModelsACM Transactions on Graphics10.1145/368791043:6(1-11)Online publication date: 19-Dec-2024
  • (2024)MultiColor: Image Colorization by Learning from Multiple Color SpacesProceedings of the 32nd ACM International Conference on Multimedia10.1145/3664647.3680726(6784-6792)Online publication date: 28-Oct-2024
  • (2024)Suitable and Style-Consistent Multi-Texture Recommendation for Cartoon IllustrationsACM Transactions on Multimedia Computing, Communications, and Applications10.1145/365251820:7(1-26)Online publication date: 12-Mar-2024
  • (2024)Using the Visual Language of Comics to Alter Sensations in Augmented RealityProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642351(1-17)Online publication date: 11-May-2024
  • (2024)Winding Number Features for Vector Sketch ColorizationComputer Graphics Forum10.1111/cgf.1514143:5Online publication date: 31-Jul-2024
  • (2024)AnimeDiffusion: Anime Diffusion ColorizationIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.335756830:10(6956-6969)Online publication date: 1-Oct-2024
  • (2024)Building Coarse to Fine Convex Hulls With Auxiliary Vertices for Palette-Based Image RecoloringIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.329638630:8(5581-5595)Online publication date: 1-Aug-2024
  • Show More Cited By

View Options

Login options

Full Access

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media