TY - GEN
T1 - Adaptive threshold for background subtraction in moving object detection using Fuzzy C-Means clustering
AU - Soeleman, Moch Arief
AU - Hariadi, Mochamad
AU - Purnomo, Mauridhi Hery
PY - 2012
Y1 - 2012
N2 - Background subtraction is the important part of moving object detection. The problem of background subtraction is threshold selection strategy. This paper proposed a Fuzzy C-Means (FCM) algorithm to produce an adaptive threshold for background subtraction in moving object detection. To evaluate the performance, FCM were compared against standard Otsu algorithm as threshold selection strategy. Mean Square Error (MSE) and Peak Signal Noise Ratio (PSNR) was used to measure the performance. Based on the experiment, the MSE of FCM is lower than MSE of Otsu and PSNR of FCM is higher than PSNR of Otsu. The result proved that FCM is promising to classify the pixels as foreground or background in moving object detection.
AB - Background subtraction is the important part of moving object detection. The problem of background subtraction is threshold selection strategy. This paper proposed a Fuzzy C-Means (FCM) algorithm to produce an adaptive threshold for background subtraction in moving object detection. To evaluate the performance, FCM were compared against standard Otsu algorithm as threshold selection strategy. Mean Square Error (MSE) and Peak Signal Noise Ratio (PSNR) was used to measure the performance. Based on the experiment, the MSE of FCM is lower than MSE of Otsu and PSNR of FCM is higher than PSNR of Otsu. The result proved that FCM is promising to classify the pixels as foreground or background in moving object detection.
KW - fuzzy c-means
KW - moving object segmentation
KW - otsu algorithm
UR - http://www.scopus.com/inward/record.url?scp=84873941587&partnerID=8YFLogxK
U2 - 10.1109/TENCON.2012.6412265
DO - 10.1109/TENCON.2012.6412265
M3 - Conference contribution
AN - SCOPUS:84873941587
SN - 9781467348225
T3 - IEEE Region 10 Annual International Conference, Proceedings/TENCON
BT - IEEE TENCON 2012
T2 - 2012 IEEE Region 10 Conference: Sustainable Development Through Humanitarian Technology, TENCON 2012
Y2 - 19 November 2012 through 22 November 2012
ER -