Title :
Complex wavelet based moving object segmentation using approximate median filter based method for video surveillance
Author :
Kushwaha, Alok Kumar Singh ; Srivastava, Rajesh
Author_Institution :
Dept. of Comput. Sc. &Eng., Indian Inst. of Technol. (BHU), Varanasi, India
Abstract :
This paper proposes complex wavelet-based moving object segmentation using approximate median filter based method. The proposed method is well capable of dealing with the drawbacks such as ghosts, shadows and noise present in other spatial domain methods available in literature. The performance of the proposed method is evaluated and compared with other standard spatial domain methods. The various performance measures used for comparison include RFAM (relative foreground area measure), MP (misclassification penalty), RPM (relative position based measure), NCC (normalized cross correlation) and the various methods are tested on standard Pets dataset. Finally, based on performance analysis it is observed that the proposed method in complex wavelet domain is performing better in comparison to other methods as presented in the paper.
Keywords :
approximation theory; filtering theory; image segmentation; median filters; video surveillance; wavelet transforms; MP; NCC; Pets dataset; RFAM; RPM; approximate median filter based method; background subtraction; complex wavelet based moving object segmentation; complex wavelet domain; ghosts; misclassification penalty; noise; normalized cross correlation; performance analysis; performance measures; relative foreground area measure; relative position based measure; shadows; spatial domain methods; video surveillance; wavelet transform; Area measurement; Correlation; Image segmentation; Noise; Object segmentation; Position measurement; Video sequences; Approximate median filter; Daubechies complex wavelet transform; Video Surveillance; Video object segmentation;
Conference_Titel :
Advance Computing Conference (IACC), 2014 IEEE International
Conference_Location :
Gurgaon
Print_ISBN :
978-1-4799-2571-1
DOI :
10.1109/IAdCC.2014.6779455