DocumentCode :
2541023
Title :
Human motion detection and segmentation from moving image sequences
Author :
Ahmad, Mohiuddin
Author_Institution :
Dept. of Electr. & Electron. Eng., Khulna Univ. of Eng. & Technol., Khulna
fYear :
2008
fDate :
20-22 Dec. 2008
Firstpage :
407
Lastpage :
411
Abstract :
In this paper, a method for the detection and segmentation of human motion in moving image sequences is presented. For detecting motion, the intensity of each pixel is convolved with the second derivative of temporal Gaussian smoothing function or temporal Laplacian of Gaussian (LoG) filter. The zero-crossing in a single frame of the resulting function indicates the positions of moving edges. Intensity changes in time due to small illumination effects do not produce zero crossing; thus, they are not interpreted as human motion by this method. The optical flow velocity is computed by using the spatial and temporal derivatives of this function, and it is normal to the zero crossing contours. Pixels belongings to the normal velocities are back-projected in the original color image sequences to achieve a segmented color image. Experiments show that the moving object is detected correctly and achieves a good segmentation results.
Keywords :
Gaussian processes; Laplace equations; image colour analysis; image motion analysis; image segmentation; image sequences; color image segmentation; color image sequences; human motion detection; human motion segmentation; moving image sequences; spatial derivatives; temporal Gaussian smoothing function; temporal Laplacian of Gaussian filter; temporal derivatives; zero crossing contours; Color; Humans; Image edge detection; Image segmentation; Image sequences; Laplace equations; Lighting; Motion detection; Optical filters; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Computer Engineering, 2008. ICECE 2008. International Conference on
Conference_Location :
Dhaka
Print_ISBN :
978-1-4244-2014-8
Electronic_ISBN :
978-1-4244-2015-5
Type :
conf
DOI :
10.1109/ICECE.2008.4769241
Filename :
4769241
Link To Document :
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