DocumentCode
2127760
Title
A fast object detection algorithm using motion-based region of interest determination
Author
Anbu, Alwin ; Agarwal, Garima ; Srivastava, Gaurav
Author_Institution
Motorola India Electron. Ltd, Kanpur, India
fYear
2002
fDate
2002
Firstpage
319
Lastpage
324
Abstract
We present a fast algorithm for achieving motion-based object detection in an image sequence. While in most existing object-detection algorithms, segmentation of the image is done as the first step followed by grouping of segments, the proposed algorithm first uses motion information to identify what we call a region of interest. Segmentation (which is computationally very expensive) is done only within a square of interest (whose area is smaller than that of the entire image), which ensures a speed up. The segments are then combined to obtain the final segment, which closely matches the shape of the object to be detected. Since the square of interest is always smaller than the image, the proposed algorithm is 2 to 4 times faster than every existing algorithm for object detection. In terms of the accuracy with which a desired object is detected, the performance of our algorithm is comparable to existing algorithms.
Keywords
image motion analysis; image segmentation; image sequences; object detection; image segmentation; image sequence; motion information; object detection; region of interest; Image segmentation; Image sequences; Motion detection; Motion estimation; Object detection; Pixel; Shape; Surface topography; Tracking; Video coding;
fLanguage
English
Publisher
ieee
Conference_Titel
Video/Image Processing and Multimedia Communications 4th EURASIP-IEEE Region 8 International Symposium on VIPromCom
Print_ISBN
953-7044-01-7
Type
conf
DOI
10.1109/VIPROM.2002.1026676
Filename
1026676
Link To Document