Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA

Abstract: 

Uncertain motion of typical surveillance targets, e.g. slow moving or stopped, abrupt acceleration, and uniform motion makes a single salient motion detection algorithm unsuitable for accurate segmentation. It becomes even more challenging in case of the camera is non-stationary. In this paper, first, a simple local adaptive temporal differencing method is proposed to detect moving objects boundaries and partial interiors. To improve the accuracy of detection, a Bottom-up Variable Block Size block matching method is employed to identify the existence of possible moving object blocks and then an adaptive Kalman filter is applied to distinguish salient motions from other distracting motions. At last, the motion data from two algorithms are successfully fused to determine whether a region has been changed or not. Experimental results comparing the proposed and other competing methods are evaluated objectively and show that the proposed method achieves promising motion results for a variety of real environments.

up
0 users have voted:

Paper Details

Authors:
Xuesong Le, Ruben Gonzalez
Submitted On:
10 September 2017 - 6:08pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Xuesong Le
Paper Code:
3185
Document Year:
2017
Cite

Document Files

ICIP_2017_poster_3185.pdf

(19 downloads)

Subscribe

[1] Xuesong Le, Ruben Gonzalez, "HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1888. Accessed: Nov. 25, 2017.
@article{1888-17,
url = {http://sigport.org/1888},
author = {Xuesong Le; Ruben Gonzalez },
publisher = {IEEE SigPort},
title = {HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA},
year = {2017} }
TY - EJOUR
T1 - HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA
AU - Xuesong Le; Ruben Gonzalez
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1888
ER -
Xuesong Le, Ruben Gonzalez. (2017). HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA. IEEE SigPort. http://sigport.org/1888
Xuesong Le, Ruben Gonzalez, 2017. HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA. Available at: http://sigport.org/1888.
Xuesong Le, Ruben Gonzalez. (2017). "HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA." Web.
1. Xuesong Le, Ruben Gonzalez. HYBRID SALIENT MOTION DETECTION USING TEMPORAL DIFFERENCING AND KALMAN FILTER TRACKING WITH NON-STATIONARY CAMERA [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1888