Loop Back Connected Component Labeling Algorithm and Its Implementation in Detecting Face
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33090
Loop Back Connected Component Labeling Algorithm and Its Implementation in Detecting Face

Authors: A. Rakhmadi, M. S. M. Rahim, A. Bade, H. Haron, I. M. Amin

Abstract:

In this study, a Loop Back Algorithm for component connected labeling for detecting objects in a digital image is presented. The approach is using loop back connected component labeling algorithm that helps the system to distinguish the object detected according to their label. Deferent than whole window scanning technique, this technique reduces the searching time for locating the object by focusing on the suspected object based on certain features defined. In this study, the approach was also implemented for a face detection system. Face detection system is becoming interesting research since there are many devices or systems that require detecting the face for certain purposes. The input can be from still image or videos, therefore the sub process of this system has to be simple, efficient and accurate to give a good result.

Keywords: Image processing, connected components labeling, face detection.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1072732

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 2298

References:


[1] Humberto Sossa, Giovanni Guzmán, "New Method to Count Objects into an Image", icpr, 15th International Conference on Pattern Recognition (ICPR'00) - Volume 1, 2000, pp.1470.
[2] Dae Ro Lee, Seung Hun Jin, Pham Cong Thien and Jae Wook Jeon, "FPGA based Connected Component Labeling", International Conference on Control, Automation and Systems, ICROS, 2007, pp2313-2317.
[3] R. Sotelo, "New methodology to determine the number of objects into an image", M. Sc. Thesis, Centro de Investigaci├│n en Computaci├│n - IPN, May 2000, In Spanish.
[4] Yang Yang, David Zhang, "A novel line scan clustering algorithm for identifying connected components in digital images", Elsevier 2003, Image and Vision Computing 21 (2003), pp. 459-472.
[5] L.D. Stefano, A. Bulgarelli, "A simple and efficient connected components labeling algorithm", International Conference on Image Analysis and Processing 1999, pp 322-327.
[6] R. Gonzales, R. Woods, "Digital Image Processing", Addison-Wesley, Reading, MA, 1992, pp. 42-45.
[7] R. Haralick, L. Shapiro, "Computer and Robot Vision", 1, Addison- Wesley, Reading, MA, 1992, pp. 33-37.
[8] R. Klette, P. Zamperoni, "Hand Book of Image Processing Operators", Wiley, New York, 1996, pp. 314-319.
[9] R.K.R. Jain, B.G. Schunck, "Machine Vision", McGraw-Hill, 1995, pp. 44-45.
[10] A. Rosenfeld, A.C. Kak, "Digital Picture Processing", 2, Academic Press, New York, 1982, pp. 241-242.
[11] Helmuth Spath, "Cluster Analysis Algorithms", Ellis Horwood, 1980.
[12] Jonas Gomes, Luis Velho, "Image Processing for Computer Graphic", Springer, 1997.
[13] P. Peer, F. Solina, "An automatic human face detection method", in Proc. 4th Computer Vision Winter Workshop (CVWW), Rastenfeld, Austria, Feb. 1999, pp. 122-130.
[14] G. Kukharev, A. Novosielski, "Visitor identification-elaborating real time face recognition system", in Proc.12th Winter School on Computer Graphics (WSCG), Plzen, Czech Republic, Feb. 2004, pp. 157-164.
[15] K. Sobottka, I. Pitas, "Segmentation and tracking of faces in color images", in Proc. IEEE Conf. on Automatic Face and Gesture Recognition (FG), Killington, USA, Oct. 1996, pp. 236-241.
[16] Ramesh Jain and Rangachar Kasturi and Brian G. Shunck, "MACHINE VISION", McGraw-Hill Inc, International Editions 1995, pp.44-47.
[17] Udo Ahlvers, Ruben Rajagopalan, Udo Z¨olzer, "MODEL-FREE FACE DETECTION AND HEAD TRACKING WITH MORPHOLOGICAL HOLE MAPPING", Proc. 13th European Signal Processing Conference (EUSIPCO'05), Antalya, Turkey, September 4-8, 2005.
[18] R. Haralick, L. Shapiro, "Computer and Robot Vision", 1, Addison- Wesley, Reading, MA, 1992, pp. 33-37.
[19] R. Klette, P. Zamperoni, "Hand Book of Image Processing Operators", Wiley, New York, 1996, pp. 314-319.
[20] H.S.M. Dillencourt, M. Tamminen, "A general approach to connected component labeling for arbitrary image representations", Journal of the ACM 39 (2), 1992, pp 253-280.
[21] R.L.O. Zuniga, L. Shapiro, "A new connected components algorithm for virtual memory computers", Computer Vision, Graphics and Image Processing 22, 1983, pp 287-300.
[22] A. Rosenfeld, A.C. Kak, "Digital Picture Processing", 2, Academic Press, New York, 1982, pp. 241-242.
[23] A. Rosenfeld, J. Pfaltz, "Sequential operations in digital picture processing", Journal of the ACM 13 (4), 1966, pp 471-494.
[24] H. Samet, M. Tamminen, "An improved approach to connected component labeling of images", Proceedings of CVPR-86, 1986, pp 312-318.
[25] X.D. Yang, "An improved algorithm for labeling connected components in a binary image", CVIP (1992).