Skip to main content

2017 | OriginalPaper | Buchkapitel

Lazy Recoloring

verfasst von : Guanlei Xu, Xiaotong Wang, Xiaogang Xu, Lijia Zhou

Erschienen in: Image and Graphics

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper presents a simple, intuitive and interactive tool that allows both non-experts and experts to recolor an image or series by using a slider based GUI. Different from the state-of-the-art methods, the proposed method has two unique advantages: one is the slider based GUI that is very easy to use and guides users to dragging the sliders to the favorite recolored images, and the other one is the automatic consecutive recoloring transition series of images. This recoloring method contains several components: a slider based GUI that is very easy to understand and use even for simpleton user, an efficient optimization algorithm for creating a recolored image from the source color image. It is shown that the proposed method is much faster and easier to use than the state-of-the-art methods and is a really lazy recoloring method for users. Particularly, the proposed method is also suitable for colorblind users by tentative dragging the sliders to obtain the visual images with more contrast and details.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Chang, Y., Saito, S., Nakajima, M.: A framework for transfer colors based on the basic color categories. In: IEEE Proceedings of the Computer Graphics International (CGI 2003), pp. 176–181 (2003) Chang, Y., Saito, S., Nakajima, M.: A framework for transfer colors based on the basic color categories. In: IEEE Proceedings of the Computer Graphics International (CGI 2003), pp. 176–181 (2003)
2.
Zurück zum Zitat Berlin, B., Kay, P.: Basic color terms: their universality and evolution. Int. J. Am. Linguist. 6(4), 151 (1971) Berlin, B., Kay, P.: Basic color terms: their universality and evolution. Int. J. Am. Linguist. 6(4), 151 (1971)
3.
Zurück zum Zitat Boynton, R.M., Olson, C.X.: Locating basic colors in the OSA space. Color Res. Appl. 12(12), 94–105 (1987)CrossRef Boynton, R.M., Olson, C.X.: Locating basic colors in the OSA space. Color Res. Appl. 12(12), 94–105 (1987)CrossRef
4.
Zurück zum Zitat Boynton, R.M., Olson, C.X.: Salience of chromatic basic color terms confirmed by three measures. Vis. Res. 30(9), 1311–1317 (1990)CrossRef Boynton, R.M., Olson, C.X.: Salience of chromatic basic color terms confirmed by three measures. Vis. Res. 30(9), 1311–1317 (1990)CrossRef
5.
Zurück zum Zitat Hardin, C.L.: Color Categories in Thought and Language. Cambridge University Press, Cambridge (1997)CrossRef Hardin, C.L.: Color Categories in Thought and Language. Cambridge University Press, Cambridge (1997)CrossRef
6.
Zurück zum Zitat Heider, E.R.: Universals in color naming and memory. J. Exp. Psychol. 93(1), 10–20 (1972)CrossRef Heider, E.R.: Universals in color naming and memory. J. Exp. Psychol. 93(1), 10–20 (1972)CrossRef
7.
Zurück zum Zitat Uchikawa, K., Boynton, R.M.: Categorical color perception of Japanese observers: comparison with that of Americans. Vis. Res. 27(10), 1825–1833 (1987)CrossRef Uchikawa, K., Boynton, R.M.: Categorical color perception of Japanese observers: comparison with that of Americans. Vis. Res. 27(10), 1825–1833 (1987)CrossRef
8.
Zurück zum Zitat Chang, H., Fried, O., Liu, Y., et al.: Palette-based photo recoloring. ACM Trans. Graph. 34(4), 139 (2015)CrossRef Chang, H., Fried, O., Liu, Y., et al.: Palette-based photo recoloring. ACM Trans. Graph. 34(4), 139 (2015)CrossRef
9.
Zurück zum Zitat Hou, X., Zhang, L.: Color conceptualization. In: ACM International Conference on Multimedia, pp. 265–268. ACM (2007) Hou, X., Zhang, L.: Color conceptualization. In: ACM International Conference on Multimedia, pp. 265–268. ACM (2007)
10.
Zurück zum Zitat Wang, X., Jia, J., Cai, L.: Affective image adjustment with a single word. Vis. Comput. 29(11), 1121–1133 (2013)CrossRef Wang, X., Jia, J., Cai, L.: Affective image adjustment with a single word. Vis. Comput. 29(11), 1121–1133 (2013)CrossRef
11.
Zurück zum Zitat Cohenor, D., Sorkine, O., Gal, R., et al.: Color harmonization. ACM Trans. Graph. 25(3), 624–630 (2006)CrossRef Cohenor, D., Sorkine, O., Gal, R., et al.: Color harmonization. ACM Trans. Graph. 25(3), 624–630 (2006)CrossRef
12.
Zurück zum Zitat Reinhard, E., Ashikhmin, M., Gooch, B., et al.: Color transfer between images. IEEE Comput. Graph. Appl. 21(5), 34–41 (2001)CrossRef Reinhard, E., Ashikhmin, M., Gooch, B., et al.: Color transfer between images. IEEE Comput. Graph. Appl. 21(5), 34–41 (2001)CrossRef
13.
Zurück zum Zitat Chang, Y., Saito, S., Uchikawa, K., et al.: Example-based color stylization of images. ACM Trans. Appl. Percept. 2(3), 322–345 (2005)CrossRef Chang, Y., Saito, S., Uchikawa, K., et al.: Example-based color stylization of images. ACM Trans. Appl. Percept. 2(3), 322–345 (2005)CrossRef
14.
Zurück zum Zitat Hacohen, Y., Shechtman, E., Goldman, D.B., et al.: Non-rigid dense correspondence with applications for image enhancement. ACM Trans. Graph. 30(4), 76–79 (2011)CrossRef Hacohen, Y., Shechtman, E., Goldman, D.B., et al.: Non-rigid dense correspondence with applications for image enhancement. ACM Trans. Graph. 30(4), 76–79 (2011)CrossRef
15.
Zurück zum Zitat Tai, Y.W., Jia, J., Tang, C.K.: Local color transfer via probabilistic segmentation by expectation-maximization. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2005, CVPR 2005, pp. 747–754 (2005) Tai, Y.W., Jia, J., Tang, C.K.: Local color transfer via probabilistic segmentation by expectation-maximization. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2005, CVPR 2005, pp. 747–754 (2005)
16.
Zurück zum Zitat Lin, S., Ritchie, D., Fisher, M., et al.: Probabilistic color-by-numbers: suggesting pattern colorizations using factor graphs. ACM Trans. Graph. 32(4), 96 (2013)MATH Lin, S., Ritchie, D., Fisher, M., et al.: Probabilistic color-by-numbers: suggesting pattern colorizations using factor graphs. ACM Trans. Graph. 32(4), 96 (2013)MATH
17.
Zurück zum Zitat Xiao, X., Ma, L.: Color transfer in correlated color space. In: ACM International Conference on Virtual Reality Continuum and ITS Applications. pp. 305–309. ACM (2006) Xiao, X., Ma, L.: Color transfer in correlated color space. In: ACM International Conference on Virtual Reality Continuum and ITS Applications. pp. 305–309. ACM (2006)
18.
Zurück zum Zitat Shih, Y.C., Paris, S., Barnes, C., et al.: Style transfer for headshot portraits. ACM Trans. Graph. 33(4), 1–14 (2014)CrossRef Shih, Y.C., Paris, S., Barnes, C., et al.: Style transfer for headshot portraits. ACM Trans. Graph. 33(4), 1–14 (2014)CrossRef
19.
Zurück zum Zitat Gasparini, F., Schettini, R.: Color correction for digital photographs. In: International Conference on Image Analysis and Processing, 2003, Proceedings, p. 646 (2003) Gasparini, F., Schettini, R.: Color correction for digital photographs. In: International Conference on Image Analysis and Processing, 2003, Proceedings, p. 646 (2003)
20.
Zurück zum Zitat Watanabe, T., Kojima, A., Kuwahara, Y., et al.: High quality color correction method combining neural networks with genetic algorithms. In: International Conference on Image Processing, 2001, Proceedings, vol. 1, pp. 553–556 (2001) Watanabe, T., Kojima, A., Kuwahara, Y., et al.: High quality color correction method combining neural networks with genetic algorithms. In: International Conference on Image Processing, 2001, Proceedings, vol. 1, pp. 553–556 (2001)
21.
Zurück zum Zitat Levin, A., Lischinski, D., Weiss, Y.: Colorization using optimization. ACM Trans. Graph. 23(3), 689–694 (2004)CrossRef Levin, A., Lischinski, D., Weiss, Y.: Colorization using optimization. ACM Trans. Graph. 23(3), 689–694 (2004)CrossRef
22.
Zurück zum Zitat Qu, Y., Wong, T.T., Heng, P.A.: Manga colorization. ACM Trans. Graph. 25(3), 1214–1220 (2006)CrossRef Qu, Y., Wong, T.T., Heng, P.A.: Manga colorization. ACM Trans. Graph. 25(3), 1214–1220 (2006)CrossRef
23.
Zurück zum Zitat An, X., Pellacini, F.: AppProp: all-pairs appearance-space edit propagation. ACM Trans. Graph. 27(3), 15–19 (2008)CrossRef An, X., Pellacini, F.: AppProp: all-pairs appearance-space edit propagation. ACM Trans. Graph. 27(3), 15–19 (2008)CrossRef
24.
Zurück zum Zitat Li, C., Chen, T.: Aesthetic visual quality assessment of paintings. IEEE J. Sel. Top. Signal Process. 3(2), 236–252 (2009)CrossRef Li, C., Chen, T.: Aesthetic visual quality assessment of paintings. IEEE J. Sel. Top. Signal Process. 3(2), 236–252 (2009)CrossRef
25.
Zurück zum Zitat Kuhn, G.R., Oliveira, M.M., Fernandes, L.A.F.: An efficient naturalness-preserving image-recoloring method for dichromats. IEEE Trans. Visual. Comput. Graph. 14(6), 1747–1754 (2008)CrossRef Kuhn, G.R., Oliveira, M.M., Fernandes, L.A.F.: An efficient naturalness-preserving image-recoloring method for dichromats. IEEE Trans. Visual. Comput. Graph. 14(6), 1747–1754 (2008)CrossRef
26.
Zurück zum Zitat Panetta, K., Long, B., Agaian, S.: Novel multi-color transfer algorithms and quality measure, 62(3), 292–300 (2016) Panetta, K., Long, B., Agaian, S.: Novel multi-color transfer algorithms and quality measure, 62(3), 292–300 (2016)
27.
Zurück zum Zitat Semmo, A., Limberger, D., Kyprianidis, J.E.: Image stylization by oil paint filtering using color palettes. In: International Symposium on Computational Aesthetics in Graphics, Visualization, and Imaging, pp. 149–158 (2015) Semmo, A., Limberger, D., Kyprianidis, J.E.: Image stylization by oil paint filtering using color palettes. In: International Symposium on Computational Aesthetics in Graphics, Visualization, and Imaging, pp. 149–158 (2015)
28.
Zurück zum Zitat Land, E.H., Mccann, J.J.: Lightness and retinex theory. J. Opt. Soc. Am. 61(61), 1–11 (1971)CrossRef Land, E.H., Mccann, J.J.: Lightness and retinex theory. J. Opt. Soc. Am. 61(61), 1–11 (1971)CrossRef
29.
Zurück zum Zitat Shen, L., Tan, P., Lin, S.: Intrinsic image decomposition with non-local texture cues. Proc IEEE CVPR, 1–7 (2008) Shen, L., Tan, P., Lin, S.: Intrinsic image decomposition with non-local texture cues. Proc IEEE CVPR, 1–7 (2008)
30.
Zurück zum Zitat Grosse, R., Johnson, M.K., Adelson, E.H., et al.: Ground truth dataset and baseline evaluations for intrinsic image algorithms. In: IEEE, International Conference on Computer Vision, pp. 2335–2342. IEEE Xplore (2009) Grosse, R., Johnson, M.K., Adelson, E.H., et al.: Ground truth dataset and baseline evaluations for intrinsic image algorithms. In: IEEE, International Conference on Computer Vision, pp. 2335–2342. IEEE Xplore (2009)
31.
Zurück zum Zitat Li, Y., Brown, M.S.: Single image layer separation using relative smoothness. In: CVPR, pp. 2752–2759 (2014) Li, Y., Brown, M.S.: Single image layer separation using relative smoothness. In: CVPR, pp. 2752–2759 (2014)
32.
Zurück zum Zitat Shen, J., Yang, X., Jia, Y., et al.: Intrinsic images using optimization. In: Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition, vol. 84, no. 1, pp. 3481–3487 Shen, J., Yang, X., Jia, Y., et al.: Intrinsic images using optimization. In: Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition, vol. 84, no. 1, pp. 3481–3487
33.
Zurück zum Zitat Elena, G., Adolfo, M., Jorge, L., et al.: Intrinsic images by clustering. In: Computer Graphics Forum, pp. 1415–1424 (2012) Elena, G., Adolfo, M., Jorge, L., et al.: Intrinsic images by clustering. In: Computer Graphics Forum, pp. 1415–1424 (2012)
34.
Zurück zum Zitat Laffont, P.Y., Bousseau, A., Paris, S., et al.: Coherent intrinsic images from photo collections. ACM Trans. Graph. 31(6), 439–445 (2012)CrossRef Laffont, P.Y., Bousseau, A., Paris, S., et al.: Coherent intrinsic images from photo collections. ACM Trans. Graph. 31(6), 439–445 (2012)CrossRef
35.
Zurück zum Zitat Ye, G., Garces, E., Liu, Y., et al.: Intrinsic video and applications. ACM Trans. Graph. 33(4), 80 (2014)CrossRef Ye, G., Garces, E., Liu, Y., et al.: Intrinsic video and applications. ACM Trans. Graph. 33(4), 80 (2014)CrossRef
36.
Zurück zum Zitat Kang, J., Jiang, B., Chen, J., et al.: Stereoscopic image recoloring via consistent intrinsic decomposition. In: International Conference on Virtual Reality and Visualization, pp. 272–277 (2014) Kang, J., Jiang, B., Chen, J., et al.: Stereoscopic image recoloring via consistent intrinsic decomposition. In: International Conference on Virtual Reality and Visualization, pp. 272–277 (2014)
37.
Zurück zum Zitat Beigpour, S., van de Weijer, J.: Object recoloring based on intrinsic image estimation. In: IEEE International Conference on Computer Vision, ICCV 2011, Barcelona, Spain, DBLP, pp. 327–334, November 2011 Beigpour, S., van de Weijer, J.: Object recoloring based on intrinsic image estimation. In: IEEE International Conference on Computer Vision, ICCV 2011, Barcelona, Spain, DBLP, pp. 327–334, November 2011
38.
Zurück zum Zitat Bonneel, N., Sunkavalli, K., Tompkin, J., et al.: Interactive intrinsic video editing. ACM Trans. Graph. 33(6), 1–10 (2014)CrossRef Bonneel, N., Sunkavalli, K., Tompkin, J., et al.: Interactive intrinsic video editing. ACM Trans. Graph. 33(6), 1–10 (2014)CrossRef
39.
Zurück zum Zitat Meka, A., Zollh, F.M., et al.: Live intrinsic video. ACM Trans. Graph. 35(4), 1–14 (2016)CrossRef Meka, A., Zollh, F.M., et al.: Live intrinsic video. ACM Trans. Graph. 35(4), 1–14 (2016)CrossRef
40.
Zurück zum Zitat Kopf, J., Shamir, A., Peers, P.: Content-adaptive image downscaling. ACM Trans. Graph. 32(6), 1–8 (2013) Kopf, J., Shamir, A., Peers, P.: Content-adaptive image downscaling. ACM Trans. Graph. 32(6), 1–8 (2013)
41.
Zurück zum Zitat Gonzalez, R.C., Woods, R.E.: Digital Image Processing. Prentice Hall Int. 28(4), 484–486 (1977) Gonzalez, R.C., Woods, R.E.: Digital Image Processing. Prentice Hall Int. 28(4), 484–486 (1977)
43.
Zurück zum Zitat Huang, C.R., Chiu, K.C., Chen, C.S.: Key color priority based image recoloring for dichromats. Adv. Multimedia Inform. Process. PCM 2010(6298), 637–647 (2010) Huang, C.R., Chiu, K.C., Chen, C.S.: Key color priority based image recoloring for dichromats. Adv. Multimedia Inform. Process. PCM 2010(6298), 637–647 (2010)
Metadaten
Titel
Lazy Recoloring
verfasst von
Guanlei Xu
Xiaotong Wang
Xiaogang Xu
Lijia Zhou
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-71598-8_20