Target Detection Via Combining Canny Operator With Vibe Method

Due to the complexity of human motion, the target detection results by using traditional ViBe algorithm are not so satisfactory. Therefore, this paper proposes a method to deal with the target detection issue by fusing an improved Canny operator with Vibe algorithm. Specifically, the ViBe algorithm is utilized to achieve the initial foreground region of a moving object; then, the improved Canny operator is applied to extract the edge information of a moving object; finally, the extracted foreground region and edge information are fused to obtain more accurate foreground region. The experimental results performed on KTH human behavior database demonstrate the effectiveness of the proposed scheme.

[1]  Gui-Bin Wang,et al.  Image edge detection algorithm based on improved Canny operator , 2013, 2013 International Conference on Wavelet Analysis and Pattern Recognition.

[2]  Anish Acharya.  Template Matching based Object Detection Using HOG Feature Pyramid , 2014, ArXiv.

[3]  Zhang Yu.  An Improved Scan Line Polygon Filling Algorithm , 2005 .

[4]  M. Meribout.  Video Segmentation for Content-based Coding , 2004 .

[5]  Otto Fucík,et al.  Evolutionary design of local binary pattern feature shapes for object detection , 2012, 2012 NASA/ESA Conference on Adaptive Hardware and Systems (AHS).

[6]  Demetri Terzopoulos,et al.  Snakes: Active contour models , 2004, International Journal of Computer Vision.

[7]  Olivier D. Faugeras,et al.  Multi-View Stereo Reconstruction and Scene Flow Estimation with a Global Image-Based Matching Score , 2007, International Journal of Computer Vision.

[8]  Sergio A. Velastin,et al.  Detection and classification of vehicles for urban traffic scenes , 2008 .

[9]  Shahriar Negahdaripour,et al.  Revised Definition of Optical Flow: Integration of Radiometric and Geometric Cues for Dynamic Scene Analysis , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[10]  Han Hua,et al.  Image Edge Detection based on ACO-PSO Algorithm , 2015 .

[11]  Rui Liu,et al.  An efficient pixel-wise method for moving object detection in complex scenes , 2013, 2013 10th IEEE International Conference on Advanced Video and Signal Based Surveillance.

[12]  Marc Van Droogenbroeck,et al.  ViBe: A Universal Background Subtraction Algorithm for Video Sequences , 2011, IEEE Transactions on Image Processing.