The week's pick
Reseach Article
An Emphasizing Approach based on Enhanced Intuitionistic Fuzzy Logic Segmentation on Objects in Video Sequences
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 74 - Number 21 |
| Year of Publication: 2013 |
| Authors: D. Shanmuga Priyaa, S. Karthikeyan |
10.5120/13043-0109
|
D. Shanmuga Priyaa, S. Karthikeyan . An Emphasizing Approach based on Enhanced Intuitionistic Fuzzy Logic Segmentation on Objects in Video Sequences. International Journal of Computer Applications. 74, 21 ( July 2013), 31-35. DOI=10.5120/13043-0109
Abstract
In this paper, a potential moving object modeling suitable for video surveillance correspondence is introduced. Taking into concern the color and motion features of foreground objects in each independent video stream, the proposed method segments the existing moving objects based on the edge detection method and constructs an intuitionistic fuzzy graph-based structure to maintain the corresponding information of every segment. Using such graph structures reduces our correspondence problem to a subgraph finest isomorphism problem. The proposed approach is robust against diverse resolutions and orientations of objects at each view. This system uses the Intuitionsitc fuzzy logic to employ a human-like color perception in its decision making stage in order to handle color inconstancy. The computational time of the proposed method is made low to be applied in real-time applications. It also performs the similarity measure using the intuitionistic fuzzy logic based distance measure for computing the regions relationship.
References
- Automatic Segmentation of Moving Objects in Video Sequences: A Region Labelling Approach Yaakov Tsaig and Amir Averbuch IEEE Transactions on Circuits And Systems for Video Technology, Vol. 12, No. 7, July 2002
- F. Dufaux and J. Konrad, "Efficient, robust and fast global motion estimation for video coding," IEEE Trans. Image Processing, vol. 9, pp. 497–500, 2000.
- J. Canny, "A computational approach to edge detection," IEEE Trans. Pattern Anal. Machine Intell. , vol. PAMI-8, pp. 679–698, Nov. 1986.
- P. De Smet and D. De Vleeschauwer, "Performance and scalability of a highly optimized rainfalling watershed algorithm," in Proc. Int. Conf. Imaging Science, Systems and Technology, vol. CISST 98, Las Vegas, NV, July 1998, pp. 266–273.
- M. Aprile, A. Colombari, A. Fusiello, V. Murino, Segmentation and Tracking of Multiple Objects In Video Sequences
- Matthias Grundmann, Vivek Kwatra, Mei Han, Irfan Essa, Efficient Hierarchical Graph-Based Video Segmentation
- Y. El-Sonbaty, and M. A Ismail, "A new algorithm for subgraph optimal isomorphism," in Trans. On pattern recognition, Vol. 31, No. 2, pp. 205-218, 1998.
- Szmidt E. and Baldwin J. (2004) Entropy for intuitionistic fuzzy set theory and mass assignment theory. Notes on IFSs, 10 (3), 15–28.
- Szmidt E. and Baldwin J. (2006) Intuitionistic Fuzzy Set Functions, Mass Assignment Theory, Possibility Theory and Histograms. 2006 IEEE World Congress on Computational Intelligence, 237–243.
- Szmidt E. and Kacprzyk J. (2000) On Measures on Consensus under Intuitionistic Fuzzy Relations. IPMU 2000, 1454–1461
- Szmidt E. and Kacprzyk J. (2007a). A New Similarity Measure for Intuitionistic Fuzzy Sets: Straightforward Approaches may not work. 2007 IEEE Conf. on Fuzzy Systems, 481–486
Index Terms
Keywords