Prediction of a Human Facial Image by ANN using Image Data and its Content on Web Pages

Authors: Chutimon Thitipornvanid, Siripun Sanguansintukul

Abstract:

Choosing the right metadata is a critical, as good information (metadata) attached to an image will facilitate its visibility from a pile of other images. The image-s value is enhanced not only by the quality of attached metadata but also by the technique of the search. This study proposes a technique that is simple but efficient to predict a single human image from a website using the basic image data and the embedded metadata of the image-s content appearing on web pages. The result is very encouraging with the prediction accuracy of 95%. This technique may become a great assist to librarians, researchers and many others for automatically and efficiently identifying a set of human images out of a greater set of images.

Keywords: Metadata, Prediction, Multi-layer perceptron, Human facial image, Image mining.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1060082

References:

[1] Heery R, Powell A, Day M. "Metadata. Library Information Technology Centre," South Bank University, London, 1997(Library & Information Briefings,85)
[2] Ian H. Witten and Eibe Frank. Data Mining: Practical Machine Learning Tools and Techniqueues. Morgan Kaufmann Publishers, San Francisco, second edition, 2005
[3] Robert S. Taylor, "Information use environments," In progress in Communication Science, ed. B. Dervin and M.J. Voigt. Norwood, New Jersey: Alblex Publishing, 1991.
[4] Arlene G. Taylor and Daniel N.Joudrey, "The organization of information," 3rd ed. Westport, Conn.: Libraries Unlimited, 2009, pp. 96-103.
[5] R. Chellappa, C.L.Wilson, and S.Sirohey, "Human and machine recognition of faces: a survey", IEEE Trans. Digital Object Identifier, Vol. 83, pp. 705-741, May 1995.
[6] Ming Hsuan Yang, David J. Kriegman, and Narendra Ahuja, "Detecting Face in Images: A Survey," IEEE Trans. Pattern Analysis and Machine intelligence, Vol. 24, pp. 34-58, Jan. 2002.
[7] Stuart L. Weibel, "The State of the Dublin Core Metadata Initiative 1999", in D-Lib Magazine April 1999, Vol. 5.
[8] Betty Furrie, "Understanding MARC Bibliographic: Machine-Readable Cataloging," 7th ed. Cataloging Distribution Service, pp. 1-29, Apr. 2003.
[9] Ben Kessler, "Encoding Works and Images: The Story Behind VRA core 4.0," Feature Articles VRA Bulletin, Vol. 34, No.1, Spring. 2007.
[10] G. Antoniol, G. Casazza, M.D. Penta, and R. Fiutem, "Object-oriented design pattern recovery," Journal of Systems and Software, pp. 181-196, 2001.
[11] A. Pentland and M. Turk, "Face recognition using eigenfaces," IEEE Computer Vision and Pattern Recognition, vol. 4, pp. 586-591, Jun 1991.
[12] M-H Yang, D. Kriegman and N. Ahuja, "Detecting Face in Images : A Survey ", IEEE Trans, Pattern Analysis and Machine Intelligence, vol. 24, no. 1, pp. 34-58, Jan. 2002
[13] Kah Kay Sung and Tomaso Poggio, "Example-based learning for viewbased human face detection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, pp. 39-51, Jan. 1998.
[14] Paul Viola and Michael J. Jones, "Robust real-time object detection," International Journal of Computer Vision, Feb. 2001.
[15] Choochaiwattana W., Niranartlumphong W., and Spring M.B., "Web image classification algorithm: a heuristic rule-based approach," ITA07, The Second International Conference on Internet Technologies, Wrexham, North East Wales, UK September 4-7, 2007.
[16] F. Soulie, E. Viennet, and B. Lamy, "Multi-Modular NeuralNetwork Architectures: Pattern Recognition Applications inoptical character Recognition and Human Face Recognition," Int-l J. Pattern Recognition and Artificial Intelligence, vol. 7, no. 4, pp. 721-755, 1993.
[17] S. P. Bingulac, "On the compatibility of adaptive controllers (Published Conference Proceedings style)," in Proc. 4th Annu. Allerton Conf. Circuits and Systems Theory, New York, 1994, pp. 8-16.
[18] Henry A. Rowley, Shumeet Baluja, Takeo Kanade, "Neural Network- Based Face Detection," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, no. 1, pp. 23-38, Jan. 1998.
[19] G. R. Faulhaber, "Design of service systems with priority reservation," in Conf. Rec. 1995 IEEE Int. Conf. Communications, pp. 3-8.
[20] Available: http://lexitron.nectec.or.th/2009_1/
[21] Stuart Weibel, "The State of the Dublin Core Metadata Initiative," vol. 5. D-Lib Magazine, Apr. 1999. Available: http://www.dlib.org/dlib/april99/04weibel.html
[22] Renato Iannella, "Metadata: Enabling the Internet," Available: http://www.ifla.org.sg/documents/libraries/cataloging/metadata/ianr1.pdf
[23] International Federation of Library Association and Institutions (IFLA), Guidance on the structure, content, and application of descriptive metadata records for digital resource and collections". Cataloguing working group the use of Metadata schemes, 2005.