Contour-based Target Detection in Real-time Videos
Jose Anand, K. Sivachandar, M. Mohamed Yaseen "Contour-based Target Detection in Real-time Videos"International Journal of Computer Trends and Technology (IJCTT),V4(8):2615-2618 August Issue 2013 .ISSN 2231-2803.www.ijcttjournal.org. Published by Seventh Sense Research Group.
Abstract:- Moving object target detection has a significant interest in image analysis. Frames are extracted from the real-time video, and from this image the required target is detected. This paper presents a contour-based object tracking using the spatial information. The image is applied for multiple segmentations to partition the image into simpler segments. Then automatic identification is done using the contour information on the image with a target object template available in the database. The similarities are updated with spatial relationships and target is detected. Result shows the effectiveness of the contour-based target detection model.
References-
[1] A. C. Berg, T. L. Berg, and J. Malik, “Shape Matching and Object Recognition using Low Distortion Correspondences”, Proceedings of CVPR, Vol. 1, pp. 26-33, June 2003.
[2] Chein-I Chang, Hsuan Ren, and Shao-Shan Chiang, “Real-Time Processing Algorithms for Target Detection and Classification in Hyperspectral Imagery”, IEEE Transactions on Geoscience and Remote Sensing, Vol. 39, No. 4, pp. 760-768, April 2001.
[3] Dimitris Manolakis, David Marden, and Gary A. Shaw, “Hyperspectral Image Processing for Automatic Target Detection Applications”, Lincoln Laboratory Journal, Vol. 14, No. 1, pp. 79-116, 2003.
[4] Fergus R., P. Perona, and A. Zisserman, “Object Class Refognition by Unsupervised scale-invarient Learning”, in proceedings with the CVPR, Vol. 2, pp. II-164-271, June 2003.
[5] Ferrari V., L. Fevier, F. Jurie, and C. Schmid, “Groups of Adjacent Contour Segments for Object Detection, “IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 30, No. 1, pp. 36-51, Jan 2008.
[6] Huabo Sun, Lei Yan, Peter Mooney, and Rui Liang, “A New Method for Moving Object Detection using Variable Resolution Bionic Component Eyes”, International Journal of the Physical Sciences, Academic Journals, Vol. 6, No. 24, pp. 5618-5622, 16 October 2011, ISSN 1992-1950.
[7] Lei Yan, Pengqi Gao, Huabo Sun, and Hongying Zhao, “A New Method of High Temporal Resolution Remote Sensing Imaging: Moving Target Detection with Bionics Compound Eye”, Aerospace Technologies Advancements, pp. 492, INTECH, January 2010, ISBN:978-953-7619-96-1.
[8] Opelt A., Pinz A., and A. Zisserman, “A Boundary Fragment Model for Object Detection”, ECCV, 2006.
[9] Padmapriya K., and T. K. Bino, “Boundary Detection using Edge Following Algorithm and Enhancement of the Image”, International Conference on Computing and Control Engineering (ICCCE 2012), 12- 13 April 2012.
[10] Patil D, and Sonal G. Deore, “Medical Image Segmentation: A Review”, International Journal of Computer Science and Mobile Computing”, Vol. 2, Issue 1, pp. 22-27, 1st Jan. 2013.
[11] Patnaik L. M., and Rajan K., “Target Detection through Image Processing and Resilient Propagation Algorithms”, Neurocomputing, Elsevier, Vol. 35, pp. 123-135, 2000.
[12] Santhosh Kumar A., and J. Seetaram, “Medical Images Boundary Detection using a New Novel Algorithm and Gradient Features”, International Journal of Engineering Research and Technology (IJERT), Vol. 1, Issue 8, pp. 1-4, October 2012.
[13] Shotton J., A. Blake, and R. Cipolla, “Contour-Based Learning for Object Detection”, Proceedings of International Conference on Computer Vision, 2005.
[14] Subash M., and S. R. Malathi, “Using Multiple Viewpoint Templates for Target Detection in High Resolution Images”, International Journal of Engineering Research & Technology (IJERT), Vol. 2, Issue 6, pp. 704-708, June 2013, ISSN: 2278-0181.
[15] Ulisses Braga-Neto, Manish Choudhary, and John Goutsias, “Automatic Target Detection and Tracking in Forward-Looking Infrared Image Sequences Using Morphological Connected Operators”, Journal of Electronic Imaging, 3 June 2003.
[16] Veeralakshmi S., S. Vanitha Sivagami, V. Vimala Devi, and R. Udhaya, “Boundary Exposure using Intensity and Texture Gradient Features”, IOSR Journal of Computer Engineering (IOSRJCE), Vol. 8, Issue 1, pp. 28-33, Nov.-Dec. 2012.
[17] Yang M., K. Kpalma, and J. Ronsin, “A Survey of Shape Feature Extraction Techniques”, Pattern Recognition, pp. 43-90, Nov 2008.
[18] Yu Li, Xian Sun, Hongqi Wang, Hao Sun, and XiangjuanLi, “Automatic Target Detection in High-Resolution Remote Sensing Images using a Contour-Based Spatial Model”, IEEE Geoscience Remote Sensing, Vol. 9, No. 5, pp. 886-890, Sep 2012
Keywords : — contour information, multiple segmentation, spatial information, target detection