Adaptive classifier selection on hierarchical context modeling for robust vision systems

Paper

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
Paper/Presentation Title

Adaptive classifier selection on hierarchical context modeling for robust vision systems

Presentation TypePaper
AuthorsJin, SongGuo (Author), Jung, Eun Sung (Author), Bashar, Md. Rezaul (Author), Nam, Mi Young (Author) and Rhee, Phill Kyu (Author)
EditorsGabrys, Bogdan, Howlett, Robert J. and Jain, Lakhmi C.
Journal or Proceedings TitleLecture Notes in Artificial Intelligence (Book series)
ERA Conference ID43436
Journal Citation4253, pp. 124-134
Number of Pages11
Year2006
Place of PublicationBerlin / Heidelberg, Germany
ISBN9783540465423
Digital Object Identifier (DOI)https://doi.org/10.1007/11893011_16
Web Address (URL) of Paperhttp://springerlink.metapress.com/content/v3226g258764l655/fulltext.pdf
Conference/Event10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2006)
International Conference on Knowledge-Based and Intelligent Information and Engineering Systems
Event Details
International Conference on Knowledge-Based and Intelligent Information and Engineering Systems
KES
Rank
B
B
B
Event Details
10th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES 2006)
Parent
International Conference on Knowledge-Based and Intelligent Information and Engineering Systems
Delivery
In person
Event Date
09 to end of 11 Oct 2006
Event Location
Bournemouth, United Kingdom
Abstract

This paper proposes a hierarchical image context based adaptable classifier ensemble for efficient visual information processing under uneven illumination environments. In the proposed method, classifier ensemble is constructed in two stages: i) it distinguishes the illumination context of input image in terms of hierarchical context modeling and ii) constructs classifier ensemble using the genetic algorithm (GA). It stores its experiences in terms of the illumination context hieratical manner and derives artificial chromosome so that the context knowledge can be accumulated and used for identification purpose. The proposed method operates in two modes: the learning mode and the action mode. It can improve its performance incrementally using GA in the learning mode. Once sufficient context knowledge is accumulated, the method can operate in real-time. The proposed method has been evaluated in the area of face recognition. The superiority of the proposed method has been shown using international face database FERET

Keywordscontext awareness; face recognition; classifier ensemble; evolvable classifier selection; hierarchical context modeling; genetic algorithm
ANZSRC Field of Research 2020469999. Other information and computing sciences not elsewhere classified
490102. Biological mathematics
460306. Image processing
Public Notes

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

Byline AffiliationsInha University, Korea
SeriesLecture Notes in Computer Science
Book TitleKnowledge-based intelligent information and engineering systems
Permalink -

https://research.usq.edu.au/item/9zy2z/adaptive-classifier-selection-on-hierarchical-context-modeling-for-robust-vision-systems

Log in to edit
  • 1832
    total views
  • 11
    total downloads
  • 1
    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
Real time face detection system based edge restoration and nested K-means at frontal view
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
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
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