Various Image Classification Using Certain Exchangeable Image File Format (EXIF) Metadata of Images

Pengarang

  • Shafinaz Mohammad Niyaz Khan International Islamic University College Selangor, 43000, Selangor, Malaysia
  • Juzlinda Mohd Ghazali International Islamic University College Selangor, 43000, Selangor, Malaysia
  • Lailatul Qadri Zakaria Universiti Kebangsaan Malaysia, 43600, Selangor, Malaysia
  • Siti Noor Ahmad International Islamic University College Selangor, 43000, Selangor, Malaysia
  • Khairil Ashraf Elias International Islamic University College Selangor, 43000, Selangor, Malaysia

DOI:

https://doi.org/10.53840/myjict3-1-33

Kata kunci:

Digital image, image classification, metadata, Exchangeable Image File Format (EXIF).

Abstrak

Advances in digital imaging technology has led to a distinct feature in digital cameras nowadays. Not only that futuristic digital images could be obtained from taking pictures of astonish sceneries and objects, but metadata of digital images that is been called Exchangeable Image File Format (EXIF) are also been embedded in those image. EXIF metadata contains many and various kinds of features that represent the settings of the camera with a given value to it when the image was been taken. Thus, with a combination of certain EXIF metadata features with undisputed values could distinguish various kinds of image classification. From the findings through background studies on conducted researches and experiments, seven features of EXIF metadata, which are exposure time or shutter speed, f number or aperture, ISO, flash, focal length, image width, and image height with their certain given values could facilitate scenery and object image classification.

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Muat turun data belum tersedia.

Rujukan

Adelsberger, R., Ziegler, R., Levoy, M., & Gross, M. (2008). Spatially adaptive photographic flash. ETH, Department of Computer Science.

Advice Note 01/11. (2011). Photography and photomontage in landscape and visual impact assessment. Note A, Charles Darwin House, 12 Roger Street, London WC1N 2JU, United Kingdom.

Alvarez, P. (2004). Using extended file information (EXIF) file headers in digital evidence analysis. International Journal of Digital Evidence, 2(3), 1-5.

Australian Government Solicitor (AGS). (2015). Metadata is ‘personal information’ under the Privacy Act 1988 (Cth). Express Law Fast Track Information for Clients, Australia.

Boutell, M., & Luo, J. (2004a). Bayesian fusion of camera metadata cues in semantic scene classification. InComputer Vision and Pattern Recognition, 2004, CVPR 2004, Proceedings of the 2004 IEEE Computer Society Conference on 2004 Jun 27, 2, 623-630, IEEE.

Boutell, M., & Luo, J. (2004b). Photo classification by integrating image content and camera metadata. InPattern Recognition, 2004, ICPR 2004, Proceedings of the 17th International Conference on 2004 Aug 23, 4, 901-904, IEEE.

Boutell, M., Luo, J., & Gray, R. T. (2003). Sunset scene classification using simulated image recomposition. InMultimedia and Expo, 2003, ICME’03, Proceedings, 2003 International Conference on 2003 Jul 6, 1, 37-40, IEEE.

Carson, C., Belongie, S., Greenspan, H., & Malik, J. (2002). Blobworld: Image segmentation using expectation-maximization and its application to image querying. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(8), 1026-1041.

Cortaville, S. (2013). Portrait photography: Art and techniques. The Crowood Press Ltd., Ramsbury, Marlborough, Wiltshire, England, United Kingdom.

Davies, J. (2017). The basics of photography. Jeff Davies Picture Gallery. Available: http://www.jeffdavies.luxipics.com/. Accessed: October 9, 2017.

Gilliland, A. J. (2008). Setting the stage. Introduction to metadata. The Getty Research Institute, Los Angeles, United States of America, 3.

Guo, F., Bossard, L., & Gool, L. V. (2011). Indoor outdoor image classification. Bachelor Thesis.

Hingorani, M. (2016). Into the technicalities of photography: An EXIF data exploration. University of California, Santa Barbara, California, United States of America.

Imaging CH. (2013). Reflectance transformation imaging: guide to highlight image capture v2.0. Cultural Heritage Imaging, San Francisco, California.

Johnson, J., Ballan, L., & Fei-Fei, L. (2015). Love thy neighbors: Image annotation by exploiting image metadata. InProceedings of the IEEE International Conference on Computer Vision, 4624-4632.

Keim, D., Andrienko, G., Fekete, J. D., Gorg, C., Kohlhammer, J., & Melançon, G. (2008). Visual analytics: Definition, process, and challenges. Lecture Notes in Computer Science, 4950, 154-175.

Kozak, K. (2014). Management of large sets of image data: Capture, Database, Image Processing, Storage, Visualization.

Liu, X., Zhang, L., Li, M., Zhang, H., & Wang, D. (2005). Boosting image classification with LDA-based feature combination for digital photograph management. Pattern Recognition, 38(6), 887-901.

McHugh, S. T. (2016). Understanding photography: Core concepts and techniques with digital image capture. Cambridge in Colour.

Oliva, A., & Torralba, A. (2001). Modeling the shape of the scene: A holistic representation of the spatial envelope. International Journal of Computer Vision, 42(3), 145-175.

O’Reilly, S. Forewords. (n.d.). The Research into Use Programme (RIU), NR International. Park House, Bradbourne Lane, Aylesford, Kent, ME20 6SN, United Kingdom.

Paek, S., & Chang, S. F. (2000). A knowledge engineering approach for image classification based on probabilistic reasoning systems. In Multimedia and Expo, 2000, ICME 2000, 2000 IEEE International Conference on 2000, 2, 1133-1136, IEEE.

Pelski, S. (2005). Oracle interMedia user's guide. Oracle interMedia Documentation, Nashua, New Hampshire 03062, United States of America.

Pesce, L. (2008). Document metadata, the silent killer. SANS Institute InfoSec Reading Room.

Platt, J. C. (2000). AutoAlbum: Clustering digital photographs using probabilistic model merging. Incbaivl, 96-101, IEEE.

Puntti, T. (2017). What is EXIF Metadata. Available: http://www.slrphotographyguide.com/what-is-exif-metadata/. Accessed: September 4, 2017.

Siegel, M. D., & Madnick, S. E. (1991). A metadata approach to resolving semantic conflicts. Massachusetts Institute of Technology, Cambridge, Massachusetts, United States of America.

Smith, M., Szongott, C., Henne, B., & Von Voigt, G. (2012). Big data privacy issues in public social media. InDigital Ecosystems Technologies (DEST), 2012 6th IEEE International Conference on 2012 Jun 18, 1-6, IEEE.

Snavely, N., Seitz, S. M., & Szeliski, R. (2008). Modeling the world from internet photo collections. International Journal of Computer Vision, 80(2), 189-210.

Song, Y., & Zhang, A. (2003). Analyzing scenery images by monotonic tree. Multimedia Systems, 8(6), 495-525.

Sumner, R. (2014). Processing raw images in matlab. Department of Electrical Engineering, University of California Sata Cruz, United States of America.

Sun, J., Li, Y., Kang, S. B., & Shum, H. Y. (2006). Flash matting. InACM Transactions on Graphics (TOG), 25(3), 772-778, ACM.

Sun, Y., Zhang, H., Zhang, L., & Li, M. (2002). MyPhotos: a system for home photo management and processing. InProceedings of the Tenth ACM International Conference on Multimedia, 81-82, ACM.

Szummer, M., & Picard, R. W. (1998). Indoor-outdoor image classification. InContent-Based Access of Image and Video Database, 1998. Proceedings, 1998 IEEE International Workshop on 1998 Jan 3, 42-51, IEEE.

Technical Standardization Committee on AV & IT Storage Systems and Equipment. (2002). Exchangeable image file format for digital still cameras: EXIF version 2.2. Japan Electronics and Information Technology Industries Association (JEITA), CP-3451.

Vailaya, A., Figueiredo, M., Jain, A., & Zhang, H. J. (1999). Content-based hierarchical classification of vacation images. InMultimedia Computing and Systems, 1999, IEEE International Conference on 1999 Jul, 1, 518-533, IEEE.

Xin, J. (2009). Tracking pests and plant diseases using geo-tagged digital images.

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Diterbitkan

2018-06-30

Terbitan

Bahagian

Articles

Cara Memetik

Mohammad Niyaz Khan, S., Mohd Ghazali, J. ., Zakaria, L. Q. ., Ahmad, S. N. ., & Elias, K. A. . (2018). Various Image Classification Using Certain Exchangeable Image File Format (EXIF) Metadata of Images. Malaysian Journal of Information and Communication Technology (MyJICT), 3(1), 1-12. https://doi.org/10.53840/myjict3-1-33

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