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A Study on Image Annotation Techniques

International Journal of Computer Applications
© 2012 by IJCA Journal
Volume 37 - Number 6
Year of Publication: 2012
Reena Pagare
Anita Shinde

Reena Pagare and Anita Shinde. Article: A Study on Image Annotation Techniques. International Journal of Computer Applications 37(6):42-45, January 2012. Full text available. BibTeX

	author = {Reena Pagare and Anita Shinde},
	title = {Article: A Study on Image Annotation Techniques},
	journal = {International Journal of Computer Applications},
	year = {2012},
	volume = {37},
	number = {6},
	pages = {42-45},
	month = {January},
	note = {Full text available}


With the development of mobile device, large amount of digital images are generated every day. The requirements of effective indexing and searching image are growing rapidly. Image annotation is an effective way for content based image retrieval. This paper gives a review of different categories for image annotation. The paper also gives a brief overview of different methods for image annotation under Semi- Automatic and Automatic annotations. Manual annotation is a costly and time consuming work, especially for mobile device.


  • Wei Liu , Xue Li, Daoli Huang “A Survey on Context Awareness” Computer Science and Service System (CSSS), International Conference on,29 June 2011 IEEE
  • B. Shevade, H. Sundaram, L. Xie. “Modeling Personal and Social Network Context for Event Annotation in Images”. In JCDL 2007, ACM Press (2007).
  • Shuangrong Xia, Xiangyang Gong, Wendong Wang,Ye Tia “Context-Aware Image Annotation and Retrieval on Mobile Device” 2010 IEEE.
  • L. Cao, J. Luo, H. Kautz, T. S. Huang. “Image Annotation within the Context of Personal Photo Collections Using Hierarchical Event and Scene Models”. In IEEE Multimedia 2009 11(2), 208- 219.
  • W. Viana, J. B. Filho, J. Gensel, M. Villanova-Oliver, H. Martin. PhotoMap: From location and time to context-aware photo Annotations. In Journal of Location Based Services 2008 2(3), 211-235
  • M. Ames, M. Naaman. “Why We Tag: Motivations for Annotation”. In proc. CHI 2007, ACM Press (2007), 971-980.
  • U. WESTERMANN and R. JAIN. Toward a Common Event Model for Multimedia Applications. In IEEE Multimedia 2007 14(1), 19-29
  • M. Davis, N. V. House, J. Towle, S. King, S. Ahern, C. Burgener, Perkel, M. Finn, V.Viswanathan, M. Rothenberg. “MMM2: Mobile Media Metadata for Media Sharing”, Ext. Abstracts CHI 2005, ACM Press (2005), 1335-1338
  • asullah Khalid Alham, Maozhen Li1, Suhel Hammoud and Hao Qi “Evaluating Machine Learning Techniques for Automatic Image Annotations” 2009 IEEE
  • O. Marques, N. Barman, Semi-Automatic Semantic Annotation of Images Using Machine Learning Techniques, Proc. of ISWC, pp. 550-565, 2003
  • J. Vompras, S. Conrad, A Semi-Automated Framework for Supporting Semantic Image Annotation, Proc. of ISWC, pp.105-109, 2005.
  • L. Wenyin, S. Dumais, Y. Sun, H. Zhang, M. Czerwinski and B. Field, Semi-Automatic Image Annotation, Proc. Of INTERACT, pp.326-333, 2001.
  • A. Yavlinsky, E. Schofield, S. M. Rüger, Automated Image Annotation using Global Features and Robust Nonparametric Density Estimation, Proc. of CIVR, pp. 507-517, 2005
  • Jeon, V. Lavrenko, and R. Manmatha, Automatic Image Annotation and Retrieval using Cross-Med Relevance Models, Proc. ACM SIGIR, pp. 119-126, 2003.
  • R. Jin, J. Chai, L. Si, Effective Automatic Image Annotation via a Coherent Language Model and Active Learning, Proc. of ACM Conference on Multimedia, pp. 892-899, 2004
  • C. Wang, F. Jing, L. Zhang, H. Zhang, Content-Base Image Annotation Refinement, Proc. of CVPR, 2007.