Title :
Extraction of Moving Objects Using Frame Differencing, Ghost and Shadow Removal
Author :
Syaimaa Solehah Mohd Radzi;Shahrul Nizam Yaakob;Zulaikha Kadim;Hon Hock Woon
Author_Institution :
Sch. of Comput. &
Abstract :
This paper proposes a technique for extracting moving object based on temporal differencing, ghost removal and shadow removal using NCC, while using a non-static Pan-Tilt-Zoom (PTZ) camera. To detect moving object in current image, the previous frame, ft-1, is compensated with respect to the current image. The subtraction of pixel intensity is done between the two aligned images. The used of temporal differencing resulting an appearance of ´ghost´. This paper proposes a technique to remove it by using the other previous image, ft-2. The resultant output is then cleaned up using morphological opening operator, before shadow removal is done. Each pre-defined foreground pixels are verified whether it is shadow pixel or foreground pixel. The results show the moving objects are extracted without shadow or other noises.
Keywords :
"Noise","Cameras","Image color analysis","Correlation","Motion estimation","Motion segmentation","Computer vision"
Conference_Titel :
Intelligent Systems, Modelling and Simulation (ISMS), 2014 5th International Conference on
DOI :
10.1109/ISMS.2014.154