Deteksi Perubahan Citra Pada Video Menggunakan Illumination Invariant Change Detection

https://doi.org/10.22146/ijccs.17526

Adri Priadana(1*), Agus Harjoko(2)

(1) 
(2) Jurusan Ilmu Komputer dan Elektronika, FMIPA UGM, Yogyakarta
(*) Corresponding Author

Abstract


 There is still a lot of juvenile delinquency in the middle of the community, especially people in urban areas, in the modern era. Juvenile delinquency may be fights, wild racing, gambling, and graffiti on the walls without permission. Vandalized wall is usually done on walls of office buildings and on public or private property. Results from vandalized walls can be seen from the image of the change between the initial image with the image after a motion.

This study develops a image change detection system in video to detect the action of graffiti on the wall via a Closed-Circuit Television camera (CCTV) which is done by simulation using the webcam camera. Motion detection process with Accumulative Differences Images (ADI) method and image change detection process with Illumination Invariant Change Detection method coupled with image cropping method which carried out a comparison between the a reference image or image before any movement with the image after there is movement.

Detection system testing one by different times variations, ie in the morning, noon, afternoon, and evening. The proposed method for image change detection in video give results with an accuracy rate of 92.86%.


Keywords


Motion Detection, ADI, Image Change Detection, Illumination Invariant

Full Text:

PDF


References

Gonzalez, R.C. & Woods, R.E., 2008.Digital Image Processing. 3rd ed. New Jersey: Prentice-Hall,Inc.

Martin, E.M. & Pobil, A.P., 2012. Robust Motion Detection in Real-Life Scenarios. 1st ed. New York: Springer.

Cappelletta, L., & Harte, N., 2010, Nostril Detection for Robust Mouth Tracking, IET Irish Signals and Systems Conference(ISSC 2010), pp. 239-244, 2010.

Kendo, T., 2010, A Moving Object Extraction Method Using Accumulative Intensity and Texture Differences, International Symposium on Communications and Information Technologies (ISCIT), Tokyo, pp. 1002-1006, 2010.

Toth, D., Aach, T., & Metzler, V., 2000, Illumination-Invariant Change Detection, 4th IEEE Southwest Symposium on Image Analysis and Interpretation, Austin, pp. 3–7, 2000.

Liu, Q., Sun, M., Sclabassi, R.J., 2004, Illumination-Invariant Change Detection Model for Patient Monitoring Video, 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, San Francisco, pp. 1782–1785, 2004.

Sacchi, C., Regazzoni, C., & Vernazza, G., 2001, A Neural Network-Based Image Processing System for Detection of Vandal Acts in Unmanned Railway Environments, Proc. 11th International Conf. on Image Analysis and Processing, Palermo, pp. 529-534, 2001.

Angiati, D., Gera, G., Piva, S., & Regazzoni, C.S., 2005, A Novel Method for Graffiti Detection Using Change Detection Algorithm, IEEE Conf. on Advanced Video and Signal Based Surveillance, pp. 242-246, 2005.

Ghazal, M., Vazquez, C., & Amer, A., 2007, Real-time Automatic Detection of Vandalism Behavior in Video Sequences, ISIC. IEEE Conf. on Systems, Man and Cybernetics, Montreal, Que, pp. 1056-1060, 2007.

Putra, D., 2010. Pengolahan Citra Digital. 1st ed. Yogyakarta: Penerbit ANDI.

Dawson, K. & Howe, 2014. A Practical Introduction to Computer Vision With OpenCV. 1st ed. Chichester: John Wiley & Sons Ltd.

Laganiere, R., 2011. OpenCV 2 Computer Vision Application Programming Cookbook. 1st ed. Birmingham: Packt Publishing Ltd.



DOI: https://doi.org/10.22146/ijccs.17526

Article Metrics

Abstract views : 3226 | views : 3846

Refbacks

  • There are currently no refbacks.




Copyright (c) 2017 IJCCS - Indonesian Journal of Computing and Cybernetics Systems

Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.



Copyright of :
IJCCS (Indonesian Journal of Computing and Cybernetics Systems)
ISSN 1978-1520 (print); ISSN 2460-7258 (online)
is a scientific journal the results of Computing
and Cybernetics Systems
A publication of IndoCEISS.
Gedung S1 Ruang 416 FMIPA UGM, Sekip Utara, Yogyakarta 55281
Fax: +62274 555133
email:ijccs.mipa@ugm.ac.id | http://jurnal.ugm.ac.id/ijccs



View My Stats1
View My Stats2