Abstract
The personal photo collections are becoming significant in our day today existence. The challenge is to precisely intuit user’s complex and transient interests and to accordingly develop an adaptive and automated personalized photo management system which efficiently manages and organizes personal photos. This is increasingly gaining importance as it will be required to browse, search and retrieve efficiently the relevant information from personal collections which may extend from many years. Significance and relevance for the user also may undergo temporal and crucial shifts which need to be continually logged to generate patterns. The cloud paradigm makes available the basic platform but a system needs to be built wherein a personalized service with ability to capture diversity is guaranteed even when the training data size is small. An Artificial Immune Hybrid Photo Album Classifier (AIHPAC) is proposed using the nonlinear biological properties of Human Immune Systems. The system does event based clustering for an individual with embedded feature selection. The model is self learning and self evolving. The efficacy of the proposed method is efficiently demonstrated by the experimental results.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Bederson, B.B.: Photomesa: a zoomable image browser using quantum treemaps and bubblemaps. In: Proceedings of the 14th annual ACM symposium on User interface software and technology. pp. 71–80. ACM (2001)
Cao, G., Ge, X., Yang, L.: Locally weighted naive bayes classification algorithm based on k-nearest neighbour. Jisuanji Yingyong yu Ruanjian 28(9) (2011)
Chai, Y., Xia, T., Zhu, J., Li, H.: Intelligent digital photo management system using ontology and swrl. In: Computational Intelligence and Security (CIS), 2010 International Conference on. pp. 18–22 (Dec 2010)
Chen, L., Chen, J., Gao, X.T., Wang, L.S.: Classification algorithm research based on support vector machine and reverse k-nearest neighbor. Jisuanji Gongcheng yu Yingyong (Computer Engineering and Applications) 46(24) (2010)
Elliott, B., Özsoyoğlu, Z.M.: A comparison of methods for semantic photo annotation suggestion. In: Computer and information sciences, 2007. iscis 2007. 22nd international symposium on. pp. 1–6. IEEE (2007)
Feng, S.: Supervised classification algorithms based on artificial immune. In: Natural Computation (ICNC), 2012 Eighth International Conference on. pp. 879–882. IEEE (2012)
Guldogan, E., Olsson, T., Lagerstam, E., Gabbouj, M.: Instance based personalized multi-form image browsing and retrieval. Multimedia tools and applications 71(3), 1087–1104 (2014)
Kang, H., Shneiderman, B.: Visualization methods for personal photo collections: Browsing and searching in the photofinder (2000) (2005)
Kuchinsky, A., Pering, C., Creech, M.L., Freeze, D., Serra, B., Gwizdka, J.: Fotofile: a consumer multimedia organization and retrieval system. In: Proceedings of the SIGCHI conference on Human Factors in Computing Systems. pp. 496–503. ACM (1999)
Liu, Y., Niu, H.: Knn classification algorithm based on k-nearest neighbor graph for small sample. Computer Engineering 37(9), 198–200 (2011)
Naaman, M., Harada, S., Wang, Q., Garcia-Molina, H., Paepcke, A.: Context data in geo-referenced digital photo collections. In: Proceedings of the 12th annual ACM international conference on Multimedia. pp. 196–203. ACM (2004)
Orii, Y., Nozawa, T., Kondo, T.: Web-based intelligent photo browser for flood of personal digital photographs. In: Web Intelligence and Intelligent Agent Technology, 2008. WI-IAT’08. IEEE/WIC/ACM International Conference on. vol. 3, pp. 127–130. IEEE (2008)
Tan, J.L., Wu, J.H.: Classification algorithm of rule based on decision-tree. Computer Engineering and Design 31(5), 1017–1019 (2010)
TAO, C.m., WANG, H.l.: Data-driven classification algorithm based on organizational evolution and entropy. Journal of Chongqing University of Posts and Telecommunications (Natural Science Edition) 4, 017 (2009)
Tsay, K.E., Wu, Y.L., Hor, M.K., Tang, C.Y.: Personal photo organizer based on automated annotation framework. In: Intelligent Information Hiding and Multimedia Signal Processing, 2009. IIH-MSP’09. Fifth International Conference on. pp. 507–510. IEEE (2009)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer Science+Business Media Singapore
About this paper
Cite this paper
Bhalla, V., Chaudhury, S. (2017). Artificial Immune Hybrid Photo Album Classifier. In: Raman, B., Kumar, S., Roy, P., Sen, D. (eds) Proceedings of International Conference on Computer Vision and Image Processing. Advances in Intelligent Systems and Computing, vol 459. Springer, Singapore. https://doi.org/10.1007/978-981-10-2104-6_43
Download citation
DOI: https://doi.org/10.1007/978-981-10-2104-6_43
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-2103-9
Online ISBN: 978-981-10-2104-6
eBook Packages: EngineeringEngineering (R0)