Skip to main content

2018 | OriginalPaper | Buchkapitel

Description Based Person Identification: Use of Clothes Color and Type

verfasst von : Priyansh Shah, Mehul S. Raval, Shvetal Pandya, Sanjay Chaudhary, Anand Laddha, Hiren Galiyawala

Erschienen in: Computer Vision, Pattern Recognition, Image Processing, and Graphics

Verlag: Springer Singapore

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

search-config
loading …

Abstract

Surveillance videos can be searched for person identification using soft-biometrics. The proposed paper use clothes color and their type for person identification in a video. A height model and the ISCC-NBS color descriptors are used for human localization and color classification. Experimental results are demonstrated on the custom video database and compared with Gaussian mixture model based search model. It is shown that the proposed approach identifies a person correctly with high accuracy and outperforms Gaussian mixture based search model. The paper also develops a new vocabulary to describe the clothing type for a human.

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 Reid, D., Samangooei, S., Chen, C., Nixon, M., Ross, A.: Soft biometrics for surveillance: an overview. Mach. Learn. Theory Appl. 31, 327–352 (2013)MathSciNet Reid, D., Samangooei, S., Chen, C., Nixon, M., Ross, A.: Soft biometrics for surveillance: an overview. Mach. Learn. Theory Appl. 31, 327–352 (2013)MathSciNet
2.
Zurück zum Zitat Demirkus, M., Garg, K., Guler, S.: Automated person categorization for video surveillance using soft biometrics. In: SPIE Defense, Security, and Sensing, International Society for Optics and Photonics, p. 76670P (2010) Demirkus, M., Garg, K., Guler, S.: Automated person categorization for video surveillance using soft biometrics. In: SPIE Defense, Security, and Sensing, International Society for Optics and Photonics, p. 76670P (2010)
3.
Zurück zum Zitat Thornton, J., Baran-Gale, J., Butler, D., Chan, M., Zwahlen, H.: Person attribute search for large-area video surveillance. In: 2011 IEEE International Conference on Technologies for Homeland Security (HST), pp. 55–61. IEEE (2011) Thornton, J., Baran-Gale, J., Butler, D., Chan, M., Zwahlen, H.: Person attribute search for large-area video surveillance. In: 2011 IEEE International Conference on Technologies for Homeland Security (HST), pp. 55–61. IEEE (2011)
4.
Zurück zum Zitat An, L., Chen, X., Kafai, M., Yang, S., Bhanu, B.: Improving person re-identification by soft biometrics based reranking. In: 2013 Seventh International Conference on Distributed Smart Cameras (ICDSC), pp. 1–6. IEEE (2013) An, L., Chen, X., Kafai, M., Yang, S., Bhanu, B.: Improving person re-identification by soft biometrics based reranking. In: 2013 Seventh International Conference on Distributed Smart Cameras (ICDSC), pp. 1–6. IEEE (2013)
5.
Zurück zum Zitat Raval, M.S.: Digital video forensics: description based person identification. CSI Commun. 39, 9–11 (2016) Raval, M.S.: Digital video forensics: description based person identification. CSI Commun. 39, 9–11 (2016)
6.
Zurück zum Zitat Dantcheva, A., Velardo, C., Dangelo, A., Dugelay, J.L.: Bag of soft biometrics for person identification. Multimedia Tools Appl. 51(2), 739–777 (2011)CrossRef Dantcheva, A., Velardo, C., Dangelo, A., Dugelay, J.L.: Bag of soft biometrics for person identification. Multimedia Tools Appl. 51(2), 739–777 (2011)CrossRef
7.
Zurück zum Zitat Kim, M.G., Moon, H.M., Chung, Y., Pan, S.B.: A survey and proposed framework on the soft biometrics technique for human identification in intelligent video surveillance system. BioMed Res. Int. 2012, 1–7 (2012) Kim, M.G., Moon, H.M., Chung, Y., Pan, S.B.: A survey and proposed framework on the soft biometrics technique for human identification in intelligent video surveillance system. BioMed Res. Int. 2012, 1–7 (2012)
8.
Zurück zum Zitat MacLeod, M.D., Frowley, J.N., Shepherd, J.W.: Whole body information: its relevance to eyewitnesses. Adult eyewitness testimony: current trends and developments, pp. 125–143 (1994) MacLeod, M.D., Frowley, J.N., Shepherd, J.W.: Whole body information: its relevance to eyewitnesses. Adult eyewitness testimony: current trends and developments, pp. 125–143 (1994)
9.
Zurück zum Zitat Zhang, G., Jiang, P., Matsumoto, K., Yoshida, M., Kita, K.: Reidentification of persons using clothing features in real-life video. Appl. Comput. Intell. Soft Comput. 2017, 9 (2017) Zhang, G., Jiang, P., Matsumoto, K., Yoshida, M., Kita, K.: Reidentification of persons using clothing features in real-life video. Appl. Comput. Intell. Soft Comput. 2017, 9 (2017)
10.
Zurück zum Zitat D’Angelo, A., Dugelay, J.L.: Color based soft biometry for hooligans detection. In: Proceedings of 2010 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1691–1694. IEEE (2010) D’Angelo, A., Dugelay, J.L.: Color based soft biometry for hooligans detection. In: Proceedings of 2010 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1691–1694. IEEE (2010)
11.
Zurück zum Zitat Kakumanu, P., Makrogiannis, S., Bourbakis, N.: A survey of skin-color modeling and detection methods. Pattern Recogn. 40(3), 1106–1122 (2007)CrossRef Kakumanu, P., Makrogiannis, S., Bourbakis, N.: A survey of skin-color modeling and detection methods. Pattern Recogn. 40(3), 1106–1122 (2007)CrossRef
12.
Zurück zum Zitat Mogelmose, A., Moeslund, T.B., Nasrollahi, K.: Multimodal person re-identification using RGB-D sensors and a transient identification database. In: 2013 International Workshop on Biometrics and Forensics (IWBF), pp. 1–4. IEEE (2013) Mogelmose, A., Moeslund, T.B., Nasrollahi, K.: Multimodal person re-identification using RGB-D sensors and a transient identification database. In: 2013 International Workshop on Biometrics and Forensics (IWBF), pp. 1–4. IEEE (2013)
13.
Zurück zum Zitat Moon, H.M., Pan, S.B.: A new human identification method for intelligent video surveillance system. In: 2010 Proceedings of 19th International Conference on Computer Communications and Networks, pp. 1–6 (2010) Moon, H.M., Pan, S.B.: A new human identification method for intelligent video surveillance system. In: 2010 Proceedings of 19th International Conference on Computer Communications and Networks, pp. 1–6 (2010)
14.
Zurück zum Zitat Chien, S.Y., Chan, W.K., Cherng, D.C., Chang, J.Y.: Human object tracking algorithm with human color structure descriptor for video surveillance systems. In: 2006 IEEE International Conference on Multimedia and Expo, pp. 2097–2100. IEEE (2006) Chien, S.Y., Chan, W.K., Cherng, D.C., Chang, J.Y.: Human object tracking algorithm with human color structure descriptor for video surveillance systems. In: 2006 IEEE International Conference on Multimedia and Expo, pp. 2097–2100. IEEE (2006)
15.
Zurück zum Zitat Hu, M., Hu, W., Tan, T.: Tracking people through occlusions. In: Proceedings of the 17th International Conference on Pattern Recognition, ICPR 2004, vol. 2, pp. 724–727. IEEE (2004) Hu, M., Hu, W., Tan, T.: Tracking people through occlusions. In: Proceedings of the 17th International Conference on Pattern Recognition, ICPR 2004, vol. 2, pp. 724–727. IEEE (2004)
16.
Zurück zum Zitat Nakajima, C., Pontil, M., Heisele, B., Poggio, T.: Full-body person recognition system. Pattern Recogn. 36(9), 1997–2006 (2003)CrossRef Nakajima, C., Pontil, M., Heisele, B., Poggio, T.: Full-body person recognition system. Pattern Recogn. 36(9), 1997–2006 (2003)CrossRef
17.
Zurück zum Zitat Hahnel, M., Klunder, D., Kraiss, K.F.: Color and texture features for person recognition. In: Proceedings of 2004 IEEE International Joint Conference on Neural Networks, vol. 1, pp. 647–652. IEEE (2004) Hahnel, M., Klunder, D., Kraiss, K.F.: Color and texture features for person recognition. In: Proceedings of 2004 IEEE International Joint Conference on Neural Networks, vol. 1, pp. 647–652. IEEE (2004)
19.
Zurück zum Zitat Park, U., Jain, A.K., Kitahara, I., Kogure, K., Hagita, N.: Vise: visual search engine using multiple networked cameras. In: 18th International Conference on Pattern Recognition, ICPR 2006, vol. 3, pp. 1204–1207. IEEE (2006) Park, U., Jain, A.K., Kitahara, I., Kogure, K., Hagita, N.: Vise: visual search engine using multiple networked cameras. In: 18th International Conference on Pattern Recognition, ICPR 2006, vol. 3, pp. 1204–1207. IEEE (2006)
20.
Zurück zum Zitat Jang, K., Han, S., Kim, I.: Person re-identification based on color histogram and spatial configuration of dominant color regions. arXiv preprint arXiv:1411.3410 (2014) Jang, K., Han, S., Kim, I.: Person re-identification based on color histogram and spatial configuration of dominant color regions. arXiv preprint arXiv:​1411.​3410 (2014)
21.
Zurück zum Zitat Kao, J.-H., Lin, C.-Y., Wang, W.-H., Wu, Y.-T.: A unified hierarchical appearance model for people re-identification using multi-view vision sensors. In: Huang, Y.-M.R., Xu, C., Cheng, K.-S., Yang, J.-F.K., Swamy, M.N.S., Li, S., Ding, J.-W. (eds.) PCM 2008. LNCS, vol. 5353, pp. 553–562. Springer, Heidelberg (2008). https://doi.org/10.1007/978-3-540-89796-5_57CrossRef Kao, J.-H., Lin, C.-Y., Wang, W.-H., Wu, Y.-T.: A unified hierarchical appearance model for people re-identification using multi-view vision sensors. In: Huang, Y.-M.R., Xu, C., Cheng, K.-S., Yang, J.-F.K., Swamy, M.N.S., Li, S., Ding, J.-W. (eds.) PCM 2008. LNCS, vol. 5353, pp. 553–562. Springer, Heidelberg (2008). https://​doi.​org/​10.​1007/​978-3-540-89796-5_​57CrossRef
22.
Zurück zum Zitat Denman, S., Halstead, M., Bialkowski, A., Fookes, C., Sridharan, S.: Can you describe him for me? A technique for semantic person search in video. In: 2012 International Conference on Digital Image Computing Techniques and Applications (DICTA), pp. 1–8. IEEE (2012) Denman, S., Halstead, M., Bialkowski, A., Fookes, C., Sridharan, S.: Can you describe him for me? A technique for semantic person search in video. In: 2012 International Conference on Digital Image Computing Techniques and Applications (DICTA), pp. 1–8. IEEE (2012)
23.
Zurück zum Zitat Halstead, M., Denman, S., Sridharan, S., Fookes, C.: Locating people in video from semantic descriptions: a new database and approach. In: 2014 22nd International Conference on Pattern Recognition (ICPR), pp. 4501–4506. IEEE (2014) Halstead, M., Denman, S., Sridharan, S., Fookes, C.: Locating people in video from semantic descriptions: a new database and approach. In: 2014 22nd International Conference on Pattern Recognition (ICPR), pp. 4501–4506. IEEE (2014)
24.
Zurück zum Zitat Kelly, K.L., Judd, D.B.: Color: Universal Language and Dictionary of Names, vol. 440. US Department of Commerce, National Bureau of Standards, Washington, D.C. (1976)CrossRef Kelly, K.L., Judd, D.B.: Color: Universal Language and Dictionary of Names, vol. 440. US Department of Commerce, National Bureau of Standards, Washington, D.C. (1976)CrossRef
25.
Zurück zum Zitat Centore, P.: sRGB centroids for the ISCC-NBS colour system (2016) Centore, P.: sRGB centroids for the ISCC-NBS colour system (2016)
26.
Zurück zum Zitat Sivic, J., Zitnick, C.L., Szeliski, R.: Finding people in repeated shots of the same scene. BMVC 3, 909–918 (2006) Sivic, J., Zitnick, C.L., Szeliski, R.: Finding people in repeated shots of the same scene. BMVC 3, 909–918 (2006)
29.
Zurück zum Zitat Sharma, G., Wu, W., Dalal, E.N.: The ciede2000 color-difference formula: Implementation notes, supplementary test data, and mathematical observations. Color Res. Appl. 30(1), 21–30 (2005)CrossRef Sharma, G., Wu, W., Dalal, E.N.: The ciede2000 color-difference formula: Implementation notes, supplementary test data, and mathematical observations. Color Res. Appl. 30(1), 21–30 (2005)CrossRef
30.
Zurück zum Zitat Van De Weijer, J., Schmid, C., Verbeek, J.: Learning color names from real-world images. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2007, pp. 1–8. IEEE (2007) Van De Weijer, J., Schmid, C., Verbeek, J.: Learning color names from real-world images. In: IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2007, pp. 1–8. IEEE (2007)
Metadaten
Titel
Description Based Person Identification: Use of Clothes Color and Type
verfasst von
Priyansh Shah
Mehul S. Raval
Shvetal Pandya
Sanjay Chaudhary
Anand Laddha
Hiren Galiyawala
Copyright-Jahr
2018
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-0020-2_40