MOVING OBJECT DETECTION USING BIT PLANE SLICING
Loading...
Date
2016
Authors
Dastanova, Nazgul
Journal Title
Journal ISSN
Volume Title
Publisher
Nazarbayev University School of Engineering and Digital Sciences
Abstract
This thesis presents moving object detection algorithm using bit plane
extraction of successive frames and comparing the respective bit planes by XOR
operation. The proposed methodworks on 8-bit grayscale video frames obtained
from a static camera. This algorithm is able to detect the motion of single and
multiple objects in outside and inside environments.
Algorithm has been implemented in MATLAB by using several videos
from VISOR database and was compared to existing conventional methods to
show its effectiveness. Performance of an algorithm was evaluated based on
ground truth metrics and results in terms of sensitivity, specificity, positive
prediction and accuracy proved the validity of it. Results show that the proposed
algorithm performs better in terms of mentioned metrics in comparison to other
algorithms.
i
Description
Keywords
moving object detection
Citation
Nazgul Dastanova; 2016; MOVING OBJECT DETECTION USING BIT PLANE SLICING; School of Engineering. Department of Electrical and Electronic Engineering. Nazarbayev University; http://nur.nu.edu.kz/handle/123456789/2314