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Non-photorealistic Rendering with Reduced Colour Palettes

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Book cover Image and Video-Based Artistic Stylisation

Part of the book series: Computational Imaging and Vision ((CIVI,volume 42))

Abstract

In contrast to photorealistic rendering, where richer colours are likely to be preferred, non-photorealistic rendering can often benefit from some abstraction, and colour palette reduction is one direction. By using a small number of carefully selected colours the overall tonal distribution can be well expressed with less visual clutter. This is also essential to simulate certain art forms, such as cartoons, comics, paper-cuts, woodblock printing, etc. that naturally prefer or require reduced palettes. In this chapter we will summarise major techniques used in colour palette reduction, such as region segmentation, thresholding and colour palette selection. Most approaches consider images as input and generate stylised image renderings while some work also considers video stylisation, in which case temporal coherence is essential. We finish this chapter with some discussions of potential future directions.

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Notes

  1. 1.

    Many cartoon effect filters are available for GIMP—we have used CarTOONize by Joe1GK.

References

  1. Agarwala, A., Hertzmann, A., Salesin, D., Seitz, S.M.: Keyframe-based tracking for rotoscoping and animation. ACM Trans. Graph. 23(3), 584–591 (2004)

    Article  Google Scholar 

  2. Barash, D., Comaniciu, D.: A common framework for nonlinear diffusion, adaptive smoothing, bilateral filtering and mean shift. Image Vis. Comput. 22(1), 73–81 (2004)

    Article  Google Scholar 

  3. Boykov, Y., Kolmogorov, V.: An experimental comparison of min-cut/max-flow algorithms for energy minimisation in vision. IEEE Trans. Pattern Anal. Mach. Intell. 26(9), 1124–1137 (2004)

    Article  Google Scholar 

  4. Canny, J.: A computational approach to edge detection. IEEE Trans. Pattern Anal. Mach. Intell. 8, 679–698 (1986)

    Article  Google Scholar 

  5. Cohen-Or, D., Sorkine, O., Gal, R., Leyvand, T., Xu, Y.Q.: Color harmonization. ACM Trans. Graph. 25(3), 624–630 (2006)

    Article  Google Scholar 

  6. Comaniciu, D., Meer, P.: Mean shift: a robust approach toward feature space analysis. IEEE Trans. Pattern Anal. Mach. Intell. 24(5), 603–619 (2002)

    Article  Google Scholar 

  7. Cootes, T.F., Edwards, G.J., Taylor, C.J.: Active appearance models. IEEE Trans. Pattern Anal. Mach. Intell. 23(6), 681–685 (2001)

    Article  Google Scholar 

  8. DeCarlo, D., Santella, A.: Stylization and abstraction of photographs. ACM Trans. Graph. 21(3), 769–776 (2002)

    Article  Google Scholar 

  9. Felzenszwalb, P.F., Huttenlocher, D.P.: Efficient graph-based image segmentation. Int. J. Comput. Vis. 59(2), 167–181 (2004)

    Article  Google Scholar 

  10. Gooch, B., Reinhard, E., Gooch, A.: Human facial illustrations: creation and psychophysical evaluation. ACM Trans. Graph. 23(1), 27–44 (2004)

    Article  Google Scholar 

  11. Gooch, A.A., Olsen, S.C., Tumblin, J., Gooch, B.: Color2Gray: salience-preserving color removal. ACM Trans. Graph. 24(3), 634–639 (2005)

    Article  Google Scholar 

  12. Heckbert, P.: Color image quantization for frame buffer display. In: Proc. ACM SIGGRAPH, pp. 297–307 (1982)

    Google Scholar 

  13. Kang, H., Lee, S., Chui, C.K.: Coherent line drawing. In: ACM Symp. Non-photorealistic Animation and Rendering, pp. 43–50 (2007)

    Google Scholar 

  14. Kang, H., Lee, S., Chui, C.K.: Flow-based image abstraction. IEEE Trans. Vis. Comput. Graph. 15(1), 62–76 (2009)

    Article  Google Scholar 

  15. Kyprianidis, J.E.: Image and video abstraction by multi-scale anisotropic Kuwahara filtering. In: Proceedings of the ACM SIGGRAPH/Eurographics Symposium on Non-Photorealistic Animation and Rendering, pp. 55–64 (2011)

    Chapter  Google Scholar 

  16. Kyprianidis, J.E., Döllner, J.: Image abstraction by structure adaptive filtering. In: EG UK Theory and Practice of Computer Graphics, pp. 51–58 (2008)

    Google Scholar 

  17. Kyprianidis, J.E., Kang, H., Döllner, J.: Image and video abstraction by anisotropic Kuwahara filtering. Comput. Graph. Forum 28(7), 1955–1963 (2009)

    Article  Google Scholar 

  18. Lopez-Moreno, J., Jimenez, J., Hadap, S., Reinhard, E., Anjyo, K., Gutierrez, D.: Stylized depiction of images based on depth perception. In: ACM Symp. Non-photorealistic Animation and Rendering, pp. 109–118. ACM, New York (2010)

    Google Scholar 

  19. Maharik, R., Bessmeltsev, M., Sheffer, A., Shamir, A., Carr, N.: Digital micrography. ACM Trans. Graph. 30(4), 100 (2011)

    Article  Google Scholar 

  20. Meng, M., Zhao, M., Zhu, S.C.: Artistic paper-cut of human portraits. In: 18th Int. Conf. on Multimedia, pp. 931–934 (2010)

    Google Scholar 

  21. Mould, D.: A stained glass image filter. In: Eurographics Workshop on Rendering Techniques, pp. 20–25 (2003)

    Google Scholar 

  22. Olsen, S.C., Gooch, B.: Image simplification and vectorization. In: ACM Symp. Non-photorealistic Animation and Rendering, pp. 65–74 (2011)

    Google Scholar 

  23. Otsu, N.: A threshold selection method from gray-level histograms. IEEE Trans. Syst. Man Cybern. 9, 62–66 (1979)

    Article  Google Scholar 

  24. Quinlan, J.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Mateo (1993)

    Google Scholar 

  25. Rosin, P.L., Lai, Y.K.: Towards artistic minimal rendering. In: ACM Symp. Non-photorealistic Animation and Rendering, pp. 119–127 (2010)

    Google Scholar 

  26. Rother, C., Kolmogorov, V., Blake, A.: “GrabCut”: interactive foreground extraction using iterated graph cuts. ACM Trans. Graph. 23(3), 309–314 (2004)

    Article  Google Scholar 

  27. Song, Y., Hall, P., Rosin, P.L., Collomosse, J.: Arty shapes. In: Proc. Comp. Aesthetics, pp. 65–73 (2008)

    Google Scholar 

  28. Tomasi, C., Manduchi, R.: Bilateral filtering for gray and color images. In: ICCV, pp. 839–846 (1998)

    Google Scholar 

  29. Wang, J., Xu, Y., Shum, H.Y., Cohen, M.F.: Video tooning. ACM Trans. Graph. 23(3), 574–583 (2004)

    Article  Google Scholar 

  30. Weickert, J., ter Haar Romeny, B.M., Viergever, M.A.: Efficient and reliable schemes for nonlinear diffusion filtering. IEEE Trans. Image Process. 7(3), 398–410 (1998)

    Article  Google Scholar 

  31. Wen, F., Luan, Q., Liang, L., Xu, Y.Q., Shum, H.Y.: Color sketch generation. In: ACM Symp. Non-photorealistic Animation and Rendering, pp. 47–54 (2006)

    Google Scholar 

  32. Winnemöller, H., Olsen, S., Gooch, B.: Real-time video abstraction. ACM Trans. Graph. 25(3), 1221–1226 (2006)

    Article  Google Scholar 

  33. Winnemöller, H., Kyprianidis, J.E., Olsen, S.C.: XDoG: an extended difference-of-Gaussians compendium including advanced image stylization. Comput. Graph. 36(6), 740–753 (2012)

    Article  Google Scholar 

  34. Xu, J., Kaplan, C.S.: Calligraphic packing. In: Graphics Interface 2007, pp. 43–50 (2007)

    Chapter  Google Scholar 

  35. Xu, J., Kaplan, C.S.: Artistic thresholding. In: ACM Symp. Non-photorealistic Animation and Rendering, pp. 39–47 (2008)

    Google Scholar 

  36. Xu, Z., Chen, H., Zhu, S.C., Luo, J.: A hierarchical compositional model for face representation and sketching. IEEE Trans. Pattern Anal. Mach. Intell. 30(6), 955–969 (2008)

    Article  Google Scholar 

  37. Xu, X., Zhang, L., Wong, T.T.: Structure-based ASCII art. ACM Trans. Graph. 29(4), 52:1–52:9 (2010)

    Article  Google Scholar 

  38. Xu, L., Lu, C., Xu, Y., Jia, J.: Image smoothing via L 0 gradient minimization. ACM Trans. Graph. 30(6), 174 (2011)

    Google Scholar 

  39. Zhang, S.H., Li, X.Y., Hu, S.M., Martin, R.R.: Online video stream abstraction and stylization. IEEE Trans. Multimed. 13(6), 1286–1294 (2011)

    Article  Google Scholar 

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Lai, YK., Rosin, P.L. (2013). Non-photorealistic Rendering with Reduced Colour Palettes. In: Rosin, P., Collomosse, J. (eds) Image and Video-Based Artistic Stylisation. Computational Imaging and Vision, vol 42. Springer, London. https://doi.org/10.1007/978-1-4471-4519-6_11

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  • DOI: https://doi.org/10.1007/978-1-4471-4519-6_11

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