ISSN: 0974 - 9330 (Online); 0975 - 2307 (Print)
http://airccse.org/journal/ijnsa.html
A ROBUST BACKGROUND REMOVAL ALGORTIHMS USING FUZZY C-MEANS CLUSTERING
S.Lakshmi1 and Dr.V.Sankaranarayanan2
1Jeppiaar Engineering College, Chennai
2Director, Crescent Engineering College, Chennai
ABSTRACT
Background subtraction is typically one of the first steps carried out in motion detection using static video cameras. This paper presents a novel method for background removal that processes only some pixels of each image. Some regions of interest of the objects in the image or frame are located with the help of edge detector. Once the region is detected only that area will be segmented instead of processing the whole image. This method achieves a significant reduction in computation time that can be used for subsequent image analysis. In this paper we detect the foreground object with the help of edge detector and combine the Fuzzy c-means clustering algorithm to segment the object by means of subtracting the current frame from the previous frame, the accurate background is identified.
Original Source URL: http://airccse.org/journal/nsa/0313nsa07.pdf
Volume Link: http://airccse.org/journal/jnsa13_current.html
http://airccse.org/journal/ijnsa.html
A ROBUST BACKGROUND REMOVAL ALGORTIHMS USING FUZZY C-MEANS CLUSTERING
S.Lakshmi1 and Dr.V.Sankaranarayanan2
1Jeppiaar Engineering College, Chennai
2Director, Crescent Engineering College, Chennai
ABSTRACT
Background subtraction is typically one of the first steps carried out in motion detection using static video cameras. This paper presents a novel method for background removal that processes only some pixels of each image. Some regions of interest of the objects in the image or frame are located with the help of edge detector. Once the region is detected only that area will be segmented instead of processing the whole image. This method achieves a significant reduction in computation time that can be used for subsequent image analysis. In this paper we detect the foreground object with the help of edge detector and combine the Fuzzy c-means clustering algorithm to segment the object by means of subtracting the current frame from the previous frame, the accurate background is identified.
Original Source URL: http://airccse.org/journal/nsa/0313nsa07.pdf
Volume Link: http://airccse.org/journal/jnsa13_current.html
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