High Impact Factor : 4.396 icon | Submit Manuscript Online icon |

Detecting and Counting Moving Objects using GMM and High Accuracy Streak Flow

Author(s):

Amit Dewangan , RCET, Bhilai; Amit Dewangan, RCET, Bhilai; Pradeep Kumar, RCET, Bhilai

Keywords:

People Counting, Optical Flow, GMM

Abstract

Automatic scene analysis has been very favorite topic for researchers in past decade. Performance of system can be improved by using automatic scene analysis, most likely in security and business applications. Visual occlusion and complex behavior of object make this task more difficult. This paper focuses on visual tracking for counting of the persons in a static area. Proposed method uses hybrid model using Gaussian Mixture Model and Optical Flow method. Conventional Optical Flow method has poor anti-interference performance and heavy aberration would be brought to the calculation of optical flow field. This difficulty is solved in this paper by using introducing variational model in Streak Flow. Proposed method is implemented in MATLAB and result shows that that proposed method performs better than some of State of Art methods.

Other Details

Paper ID: IJSRDV4I40838
Published in: Volume : 4, Issue : 4
Publication Date: 01/07/2016
Page(s): 928-931

Article Preview

Download Article