Real time face detection system based edge restoration and nested K-means at frontal view

Paper

Joo, Hyun Jea, Jang, Bong Won, Bashar, Md. Rezaul and Rhee, Phill Kyu. 2006. "Real time face detection system based edge restoration and nested K-means at frontal view." Wang, Lipo (ed.) 3rd International Conference on Fuzzy Systems and Knowledge Discovery . Xi'an, China 24 - 28 Sep 2006 Berlin / Heidelberg, Germany. https://doi.org/10.1007/11881599_148
Paper/Presentation Title

Real time face detection system based edge restoration and nested K-means at frontal view

Presentation TypePaper
AuthorsJoo, Hyun Jea (Author), Jang, Bong Won (Author), Bashar, Md. Rezaul (Author) and Rhee, Phill Kyu (Author)
EditorsWang, Lipo
Journal or Proceedings TitleLecture Notes in Artificial Intelligence (Book series)
ERA Conference ID43362
Journal Citation4223, pp. 1192-1200
Number of Pages9
Year2006
Place of PublicationBerlin / Heidelberg, Germany
ISBN9783540459163
Digital Object Identifier (DOI)https://doi.org/10.1007/11881599_148
Web Address (URL) of Paperhttps://link.springer.com/chapter/10.1007%2F11881599_148
Conference/Event3rd International Conference on Fuzzy Systems and Knowledge Discovery
International Conference on Fuzzy Systems and Knowledge
Event Details
International Conference on Fuzzy Systems and Knowledge
FSKD
Rank
C
C
C
Event Details
3rd International Conference on Fuzzy Systems and Knowledge Discovery
Event Date
24 to end of 28 Sep 2006
Event Location
Xi'an, China
Abstract

Bayesian technique is a popular tool for object detection due to its high efficiency. As it compares pixel by pixel, it takes a lot of execution time. This paper addresses a novel framework for head detection with minimum time and high accuracy. To detect head from motion pictures, motion segmentation algorithm is employed.
The novelty of this paper carried out with the following steps: frame differencing, preprocessing, detecting edge lines and restoration, finding the head area and cutting the head candidate. Moreover, nested K-means algorithm is adopted to find head location and statistical modeling is employed to determine face or non-face class, while Bayesian Discriminating Features (BDF) method is employed to verify the faces. Finally, the proposed system is carried out with a lot of experiments and a recognizable success is notified

Keywordsedge detection; face recognition; image segmentation; motion pictures; object recognition; statistical methods; Bayesian technique; motion segmentation algorithms; object detection; real time face detection systems
ANZSRC Field of Research 2020469999. Other information and computing sciences not elsewhere classified
460306. Image processing
Public Notes

Files associated with this item cannot be displayed due to copyright restrictions.

Byline AffiliationsInha University, Korea
SeriesLecture Notes in Artificial Intelligence
Book TitleFuzzy Systems and Knowledge Discovery
Permalink -

https://research.usq.edu.au/item/9zy34/real-time-face-detection-system-based-edge-restoration-and-nested-k-means-at-frontal-view

Log in to edit
  • 1889
    total views
  • 9
    total downloads
  • 0
    views this month
  • 0
    downloads this month

Export as

Related outputs

Tissue conductivity based human head model study for EEG
Bashar, Md. Rezaul. 2011. Tissue conductivity based human head model study for EEG . PhD Thesis Doctor of Philosophy. University of Southern Queensland.
EEG analysis on skull conductivity perturbations using realistic head model
Bashar, Md. Rezaul, Li, Yan and Wen, Peng. 2009. "EEG analysis on skull conductivity perturbations using realistic head model." Wen, Peng, Li, Yuefeng, Polkowski, Lech, Yao, Yiyu, Tsumoto, Shusaku and Wang, Guoyin (ed.) 4th International Conference on Rough Sets and Knowledge Technology (RSKT 2009). Gold Coast, Australia 14 - 16 Jul 2009 Germany. Springer. https://doi.org/10.1007/978-3-642-02962-2_26
Effects of white matter on EEG of multi-layered spherical head models
Bashar, Md. Rezaul, Li, Yan and Wen, Peng. 2008. "Effects of white matter on EEG of multi-layered spherical head models." Hoque, Aminul and Choudhury, Mohammad (ed.) 5th International Conference on Electrical and Computer Engineering (ICECE 2008). Dhaka, Bangladesh 20 - 22 Dec 2008 Bangladesh. https://doi.org/10.1109/ICECE.2008.4769173
A study of white matter and skull inhomogeneous anisotropic tissue conductivities on EEG forward head modeling
Bashar, Md. Rezaul, Li, Yan and Wen, Peng. 2008. "A study of white matter and skull inhomogeneous anisotropic tissue conductivities on EEG forward head modeling." Karim, Mohammad (ed.) DMAI 2008: 1st IEEE International Workshop on Data Mining and Artificial Intelligence. Khulna, Bangladesh 24 - 27 Dec 2008 Bangladesh. https://doi.org/10.1109/ICCITECHN.2008.4803103
Influence of white matter inhomogeneous anisotropy on EEG forward computing
Bashar, R., Li, Y. and Wen, P.. 2008. "Influence of white matter inhomogeneous anisotropy on EEG forward computing." Physical and Engineering Sciences in Medicine. 31 (2), pp. 122-130. https://doi.org/10.1007/BF03178586
Channel based simulation and analysis of IEEE802.16(WiMAX) -2004/WMAN-OFDM physical layer for BWA to support telemedicine
Singh, Bikash C., Rahman, M. Mahbubur, Godder, Tapan K., Abu, L. and Bashar, Md. R.. 2010. "Channel based simulation and analysis of IEEE802.16(WiMAX) -2004/WMAN-OFDM physical layer for BWA to support telemedicine." Li, Yan, Yang, Jiajia, Wen, Peng and Wu, Jinglong (ed.) 2010 IEEE/ICME International Conference on Complex Medical Engineering (ICME 2010). Gold Coast, Australia 13 - 15 Jul 2010 Brisbane, Australia. https://doi.org/10.1109/ICCME.2010.5558837
Uncertainty and sensitivity analysis for anisotropic inhomogeneous head tissue conductivity in human head modelling
Bashar, M. R., Li, Y. and Wen, P.. 2010. "Uncertainty and sensitivity analysis for anisotropic inhomogeneous head tissue conductivity in human head modelling." Physical and Engineering Sciences in Medicine. 33 (2), pp. 145-152. https://doi.org/10.1007/s13246-010-0015-7
A systematic study of head tissue inhomogeneity and anisotropy on EEG forward problem computing
Bashar, M. R., Li, Y. and Wen, P.. 2010. "A systematic study of head tissue inhomogeneity and anisotropy on EEG forward problem computing." Physical and Engineering Sciences in Medicine. 33 (1), pp. 11-21. https://doi.org/10.1007/s13246-010-0009-5
Effects of local tissue conductivity on spherical and realistic head models
Bashar, Md. Rezaul, Li, Yan and Wen, Peng. 2010. "Effects of local tissue conductivity on spherical and realistic head models." Physical and Engineering Sciences in Medicine. 33 (3), pp. 233-242. https://doi.org/10.1007/s13246-010-0027-3
Study of EEGs from somatosensory cortex and Alzheimer's disease sources
Bashar, Md. R., Li, Yan and Wen, Peng. 2012. "Study of EEGs from somatosensory cortex and Alzheimer's disease sources." International Journal of Biological and Life Sciences. 8 (2), pp. 62-66.
Effects of the local skull and spongiosum conductivities on realistic head modeling
Bashar, M. R., Li, Y. and Wen, P.. 2010. "Effects of the local skull and spongiosum conductivities on realistic head modeling." Li, Y., Yang, Jiajia, Wen, P. and Wu, Jinglong (ed.) 2010 IEEE/ICME International Conference on Complex Medical Engineering (ICME 2010). Gold Coast, Australia 13 - 15 Jul 2010 Piscataway, NJ. United States. https://doi.org/10.1109/ICCME.2010.5558877
A face recognition system on distributed evolutionary computing using on-line GA
Young, Nam Mi, Bashar, Md. Rezaul and Rhee, Phill Kyu. 2006. "A face recognition system on distributed evolutionary computing using on-line GA." Huang, D., Li, K. and Irwin, G.W. (ed.) Intelligent Control and Automation: International Conference on Intelligent Computing ( ICIC 2006) Kunming, China, August, 2006. Kunming,China Aug 2006 Berlin / Heidelberg. https://doi.org/10.1007/978-3-540-37258-5_2
Adaptive context-aware filter fusion for face recognition on bad illumination
Young, Nam Mi, Bashar, Md. Rezaul and Rhee, Phill Kyu. 2006. "Adaptive context-aware filter fusion for face recognition on bad illumination." Gabrys, Bogdan, Howlett, Robert J. and Jain, Lakhmi C. (ed.) KES 2006: 10th International Conference on Knowlege-Based Intelligent Information and Engineering Systems . Bournemouth, United Kingdom 09 - 11 Oct 2006 Berlin / Heidelberg, Germany. https://doi.org/10.1007/11892960_65
Adaptive classifier selection on hierarchical context modeling for robust vision systems
Jin, SongGuo, Jung, Eun Sung, Bashar, Md. Rezaul, Nam, Mi Young and Rhee, Phill Kyu. 2006. "Adaptive classifier selection on hierarchical context modeling for robust vision systems." Gabrys, Bogdan, Howlett, Robert J. and Jain, Lakhmi C. (ed.) 10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2006). Bournemouth, United Kingdom 09 - 11 Oct 2006 Berlin / Heidelberg, Germany. https://doi.org/10.1007/11893011_16
A context model for ubiquitous computing applications
Bashar, Md. Rezaul, Young, Nam Mi and Rhee, Phill Kyu. 2006. "A context model for ubiquitous computing applications." Gabrys, Bogdan, Howlett, Robert J. and Jain, Lakhmi C. (ed.) 10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2006). Bournemouth, United Kingdom 09 - 11 Oct 2006 Berlin / Heidelberg, Germany. https://doi.org/10.1007/11893011_15
Adaptive feature representation for robust face recognition using context-aware approach
Nam, Mi Young, Bashar, Md. Rezaul and Rhee, Phill Kyu. 2007. "Adaptive feature representation for robust face recognition using context-aware approach." Neurocomputing. 70 (4-6), pp. 648-656. https://doi.org/10.1016/j.neucom.2006.10.036
Tissue conductivity anisotropy inhomogeneity study in EEG head modelling
Bashar, Md. Rezaul, Li, Yan and Wen, Peng. 2008. "Tissue conductivity anisotropy inhomogeneity study in EEG head modelling." BIOCOMP 2008: International Conference on Bioinformatics and Computational Biology. Las Vegas, United States 14 - 17 Jul 2008 Las Vegas, NV. USA.
An approach of context ontology for robust face recognition against illumination variations
Bashar, M. Rezaul, Li, Yan and Rhee, Phill Kyu. 2007. "An approach of context ontology for robust face recognition against illumination variations." Kabir, Lutful and Hasan, Kamrul (ed.) ICICT 2007: International Conference on Information and Communication Technology. Dhaka, Bangladesh 07 - 09 Mar 2007 Dhaka, Bangladesh. https://doi.org/10.1109/ICICT.2007.375351