Skip to main content
Top

2017 | OriginalPaper | Chapter

Automatic Face Naming Using Image Processing: A Review Study Based on Face Name Detection in Images or Videos

Authors : Pragya Baluni, S. K. Verma, Y. P. Raiwani

Published in: Advances in Computing and Data Sciences

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Automatic character identification in images is essential for semantic image analysis such as indexing, summarization and retrieval. Face identification, however greatly characteristic to individuals, is an enormously troublesome errand in modernized vision. Structure is enthused about modified naming of people in different images or montage material with their character. A noteworthy testing issue due to the extensive assortment in intrapersonal appearance assortments in light of the fact that photometric variables, for instance, distinctive lighting tints, viewpoint point, and scale, or due to changes in expressions, or impediments, hairstyles, so appearances of each characters and the inadequacy vulnerability of available comment. The objective of this paper is to clarify the characteristics required in programmed face naming procedure and to review some of their recent studies.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference Berg, T., Berg, A., Edwards, J., Maire, M., White, R., Teh, Y., Learned Miller, E., Forsyth, D.: Names and faces. Technical report, University of California Berkeley (2007) Berg, T., Berg, A., Edwards, J., Maire, M., White, R., Teh, Y., Learned Miller, E., Forsyth, D.: Names and faces. Technical report, University of California Berkeley (2007)
2.
go back to reference Bicego, M., Lagorio, A., Grosso, E., Tistarelli, M.: On the use of sift features for face authentication. In: CVPRW 2006: Proceedings of 2006 Conference on Computer Vision and Pattern Recognition Workshop, p. 35. IEEE Computer Society, Washington, DC (2006) Bicego, M., Lagorio, A., Grosso, E., Tistarelli, M.: On the use of sift features for face authentication. In: CVPRW 2006: Proceedings of 2006 Conference on Computer Vision and Pattern Recognition Workshop, p. 35. IEEE Computer Society, Washington, DC (2006)
4.
go back to reference Duygulu, P., Barnard, K., de Freitas, J.F.G., Forsyth, D.A.: Object recognition as machine translation: learning a lexicon for a fixed image vocabulary. In: Heyden, A., Sparr, G., Nielsen, M., Johansen, P. (eds.) ECCV 2002. LNCS, vol. 2353, pp. 97–112. Springer, Heidelberg (2002). doi:10.1007/3-540-47979-1_7 CrossRef Duygulu, P., Barnard, K., de Freitas, J.F.G., Forsyth, D.A.: Object recognition as machine translation: learning a lexicon for a fixed image vocabulary. In: Heyden, A., Sparr, G., Nielsen, M., Johansen, P. (eds.) ECCV 2002. LNCS, vol. 2353, pp. 97–112. Springer, Heidelberg (2002). doi:10.​1007/​3-540-47979-1_​7 CrossRef
5.
go back to reference Everingham, M., Sivic, J., Zisserman, A.: Taking the bite out of automatic naming of characters in TV video. Image Vis. Comput. 27(5), 545–559 (2009)CrossRef Everingham, M., Sivic, J., Zisserman, A.: Taking the bite out of automatic naming of characters in TV video. Image Vis. Comput. 27(5), 545–559 (2009)CrossRef
6.
go back to reference Huang, G.B., Ramesh, M., Berg, T., Learned-Miller, E.: Labeled faces in the wild: a database for studying face recognition in unconstrained environments. Technical report 07-49, University of Massachusetts, Amherst (2007) Huang, G.B., Ramesh, M., Berg, T., Learned-Miller, E.: Labeled faces in the wild: a database for studying face recognition in unconstrained environments. Technical report 07-49, University of Massachusetts, Amherst (2007)
7.
go back to reference Friedman, J.H.: Another approach to polychotomous classification (2006) Friedman, J.H.: Another approach to polychotomous classification (2006)
8.
go back to reference Ozkan, D., Duygulu, P.: A graph based approach for naming faces in news photos, vol. II, pp. 1477–1482 (2006) Ozkan, D., Duygulu, P.: A graph based approach for naming faces in news photos, vol. II, pp. 1477–1482 (2006)
9.
go back to reference Guillaumin, M., Mensink, T., Verbeek, J., Schmid, C.: Automatic face naming with caption-based supervision, pp. 1–8 (2008) Guillaumin, M., Mensink, T., Verbeek, J., Schmid, C.: Automatic face naming with caption-based supervision, pp. 1–8 (2008)
10.
go back to reference İkizler, N., Duygulu, P.: Person search made easy. In: Leow, W.-K., Lew, Michael S., Chua, T.-S., Ma, W.-Y., Chaisorn, L., Bakker, Erwin M. (eds.) CIVR 2005. LNCS, vol. 3568, pp. 578–588. Springer, Heidelberg (2005). doi:10.1007/11526346_61 CrossRef İkizler, N., Duygulu, P.: Person search made easy. In: Leow, W.-K., Lew, Michael S., Chua, T.-S., Ma, W.-Y., Chaisorn, L., Bakker, Erwin M. (eds.) CIVR 2005. LNCS, vol. 3568, pp. 578–588. Springer, Heidelberg (2005). doi:10.​1007/​11526346_​61 CrossRef
11.
go back to reference Le, D.-D., Satoh, S.: Unsupervised face annotation by mining the web. In: ICDM, pp. 383–392 (2008) Le, D.-D., Satoh, S.: Unsupervised face annotation by mining the web. In: ICDM, pp. 383–392 (2008)
12.
go back to reference Kre, U.H.-G.: Pairwise classification and support vector machines. pp. 255–268 (1999) Kre, U.H.-G.: Pairwise classification and support vector machines. pp. 255–268 (1999)
13.
go back to reference Kumar, N., Berg, A.C., Belhumeur, P.N., Nayar, S.K.: Attribute and simile classifiers for face verification. In: IEEE International Conference on Computer Vision (ICCV) (2009) Kumar, N., Berg, A.C., Belhumeur, P.N., Nayar, S.K.: Attribute and simile classifiers for face verification. In: IEEE International Conference on Computer Vision (ICCV) (2009)
14.
go back to reference Le, D.-D., Satoh, S., Houle, M.E., Nguyen, D.P.T.: Finding important people in large news video databases using multimodal and clustering analysis. In: ICDEW 2007: Proceedings of 2007 IEEE 23rd International Conference on Data Engineering Workshop, pp. 127–136. IEEE Computer Society, Washington, DC (2007) Le, D.-D., Satoh, S., Houle, M.E., Nguyen, D.P.T.: Finding important people in large news video databases using multimodal and clustering analysis. In: ICDEW 2007: Proceedings of 2007 IEEE 23rd International Conference on Data Engineering Workshop, pp. 127–136. IEEE Computer Society, Washington, DC (2007)
15.
go back to reference Miller, T., Berg, A.C., Edwards, J., Maire, M., White, R., Teh, Y.-W., Learned-Miller, E., Forsyth, D.: Faces and names in the news. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (2004) Miller, T., Berg, A.C., Edwards, J., Maire, M., White, R., Teh, Y.-W., Learned-Miller, E., Forsyth, D.: Faces and names in the news. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (2004)
16.
go back to reference Lu, K., Dong, L.: Using LBP histogram for face recognition on Android platform, pp. 266–268. IEEE (2011) Lu, K., Dong, L.: Using LBP histogram for face recognition on Android platform, pp. 266–268. IEEE (2011)
17.
go back to reference Tajima, Y., Ito, K., Aoki, T.: Performance improvement of face recognition algorithms using occluded-region detection. IEEE (2013) Tajima, Y., Ito, K., Aoki, T.: Performance improvement of face recognition algorithms using occluded-region detection. IEEE (2013)
18.
go back to reference Nikan, S., Ahmadi, M.: Local gradient-based illumination invariant face recognition using local phase quantization and multi-resolution local binary pattern fusion. Inst. Eng. Technol. (IET) Image Process. 9(1), 12–21 (2014) Nikan, S., Ahmadi, M.: Local gradient-based illumination invariant face recognition using local phase quantization and multi-resolution local binary pattern fusion. Inst. Eng. Technol. (IET) Image Process. 9(1), 12–21 (2014)
19.
go back to reference Ahonen, T., Hadid, A., Pietikäinen, M.: Face description with local binary patterns: application to face recognition. IEEE T-PAMI 28(12), 2037–2041 (2006)CrossRefMATH Ahonen, T., Hadid, A., Pietikäinen, M.: Face description with local binary patterns: application to face recognition. IEEE T-PAMI 28(12), 2037–2041 (2006)CrossRefMATH
20.
go back to reference Haixu, W.L., Li, C.X.: A new face recognition algorithm using LBP and NFS. In: International Conference on Computer Design and Applications (ICCDA), vol. 1, no. 6, pp. 323–327. IEEE (2010) Haixu, W.L., Li, C.X.: A new face recognition algorithm using LBP and NFS. In: International Conference on Computer Design and Applications (ICCDA), vol. 1, no. 6, pp. 323–327. IEEE (2010)
21.
go back to reference Wiskott, L., Fellous, J.M., Kruger, N., von der Malsburg, C.: Face recognition by elastic bunch graph. IEEE Trans. Pattern Anal. Mach. Intell. 7, 775–779 (1997)CrossRef Wiskott, L., Fellous, J.M., Kruger, N., von der Malsburg, C.: Face recognition by elastic bunch graph. IEEE Trans. Pattern Anal. Mach. Intell. 7, 775–779 (1997)CrossRef
22.
go back to reference Salah, A.A., Çınar, H., Akarun, L., Sankur, B.: Robust facial land marking for registration. Ann. Telecommun. 62(1–2), 83–108 (2006) Salah, A.A., Çınar, H., Akarun, L., Sankur, B.: Robust facial land marking for registration. Ann. Telecommun. 62(1–2), 83–108 (2006)
23.
go back to reference Lu, X., Jain, A.K.: Automatic feature extraction for multi-view 3D faces recognition. In: Proceedings of International Conference on Automatic Face and Gesture Recognition, Southsampson, UK (2006) Lu, X., Jain, A.K.: Automatic feature extraction for multi-view 3D faces recognition. In: Proceedings of International Conference on Automatic Face and Gesture Recognition, Southsampson, UK (2006)
24.
go back to reference Dibeklioǧlu, H., Salah, A.A., Akarun, L.: 3D facial landmarking under expression, pose and occlusion variations. In: Proceedings of IEEE International Conference on Biometrics: Theory, Applications and Systems, Washington DC (2008) Dibeklioǧlu, H., Salah, A.A., Akarun, L.: 3D facial landmarking under expression, pose and occlusion variations. In: Proceedings of IEEE International Conference on Biometrics: Theory, Applications and Systems, Washington DC (2008)
25.
go back to reference Zhu, X., Ramanan, D.: Face detection; pose estimation, and landmark localization in the wild. In: Proceedings of Conference on Computer Vision and Pattern Recognition, Providence, RI, USA, pp. 2879–2886 (2012) Zhu, X., Ramanan, D.: Face detection; pose estimation, and landmark localization in the wild. In: Proceedings of Conference on Computer Vision and Pattern Recognition, Providence, RI, USA, pp. 2879–2886 (2012)
26.
go back to reference Martinez, B., Valstar, M.F., Binefa, X., Pantic, M.: Local evidence aggregation for regression based facial point detection. IEEE Trans. Pattern Anal. Mach. Intell. 99, 1 (2012) Martinez, B., Valstar, M.F., Binefa, X., Pantic, M.: Local evidence aggregation for regression based facial point detection. IEEE Trans. Pattern Anal. Mach. Intell. 99, 1 (2012)
27.
go back to reference Cao, X., Wei, Y., Wen, F., Sun, J.: Face alignment by explicit shape regression. In: Process of Conference on Computer Vision and Pattern Recognition, Providence, RI, USA, pp. 2887–2894 (2012) Cao, X., Wei, Y., Wen, F., Sun, J.: Face alignment by explicit shape regression. In: Process of Conference on Computer Vision and Pattern Recognition, Providence, RI, USA, pp. 2887–2894 (2012)
29.
go back to reference Mairal, J., Bach, F., Ponce, J., Sapiro, G., Zisserman, A.: Discriminative learned dictionaries for local image analysis. In: Proceedings of Conference on Computer Vision and Pattern Recognition, Anchorage, Alaska, pp. 1–8 (2008) Mairal, J., Bach, F., Ponce, J., Sapiro, G., Zisserman, A.: Discriminative learned dictionaries for local image analysis. In: Proceedings of Conference on Computer Vision and Pattern Recognition, Anchorage, Alaska, pp. 1–8 (2008)
30.
go back to reference Yang, M., Zhang, L., Feng, X., Zhang, D.: Fisher discrimination dictionary for sparse representation. In: Process of International Conference on Computer Vision, Barcelona, Spain, pp. 543–550 (2011) Yang, M., Zhang, L., Feng, X., Zhang, D.: Fisher discrimination dictionary for sparse representation. In: Process of International Conference on Computer Vision, Barcelona, Spain, pp. 543–550 (2011)
31.
go back to reference Salakhutdinov, R., Torralba, A., Tenenbaum, J.: Learning to share visual appearance for multiclass object detection. In: Process of Conference on Computer Vision and Pattern Recognition, Colorado Springs, USA, pp. 1481–1488 (2011) Salakhutdinov, R., Torralba, A., Tenenbaum, J.: Learning to share visual appearance for multiclass object detection. In: Process of Conference on Computer Vision and Pattern Recognition, Colorado Springs, USA, pp. 1481–1488 (2011)
32.
go back to reference Torralba, A., Murphy, K.P., Freeman, W.T.: Sharing visual features for multiclass and multiview object detection. IEEE Trans. Pattern Anal. Mach. Intell. 29(5), 854–869 (2007)CrossRef Torralba, A., Murphy, K.P., Freeman, W.T.: Sharing visual features for multiclass and multiview object detection. IEEE Trans. Pattern Anal. Mach. Intell. 29(5), 854–869 (2007)CrossRef
33.
go back to reference Black, M., Yacoob, Y., Jepson, A., Fleet, D.J.: Learning parameterized models of image motion. In: Process of Conference on Computer Vision and Pattern Recognition, San Juan, Puerto Rico, pp. 561–567 (1997) Black, M., Yacoob, Y., Jepson, A., Fleet, D.J.: Learning parameterized models of image motion. In: Process of Conference on Computer Vision and Pattern Recognition, San Juan, Puerto Rico, pp. 561–567 (1997)
34.
go back to reference Wang, H., Ullah, M.M., Kläser, A., Laptev, I., Schmid, C.: Evaluation of local spatio-temporal features for action recognition. In: Proceedings of British Machine Vision Conference, London, UK, p. 127 (2009) Wang, H., Ullah, M.M., Kläser, A., Laptev, I., Schmid, C.: Evaluation of local spatio-temporal features for action recognition. In: Proceedings of British Machine Vision Conference, London, UK, p. 127 (2009)
35.
go back to reference McDuff, D., el Kaliouby, R., Picard, R.W.: Crowdsourcing facial responses to online videos. IEEE Trans. Affect. Comput. 99, 456–468 (2012)CrossRef McDuff, D., el Kaliouby, R., Picard, R.W.: Crowdsourcing facial responses to online videos. IEEE Trans. Affect. Comput. 99, 456–468 (2012)CrossRef
Metadata
Title
Automatic Face Naming Using Image Processing: A Review Study Based on Face Name Detection in Images or Videos
Authors
Pragya Baluni
S. K. Verma
Y. P. Raiwani
Copyright Year
2017
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-5427-3_38

Premium Partner