Title :
A new head detection method based on the region shield segmentation in complex background
Author :
Zhang, Liming ; Lenders, Patrick
Author_Institution :
Sch. of Math. & Comput. Sci., New England Univ., Armidale, NSW, Australia
Abstract :
Automatic detection of the human head/face from complex backgrounds is one of the most difficult problems in pattern recognition. A novel segmentation approach, namely Region Shield Segmentation (RSS), is proposed, which is used to segment the human head from complex backgrounds. The usual segmentation techniques segment the objects directly from backgrounds. RSS, however, shields the object region and processes the backgrounds first. It leaves the object region with a uniform background for further processing. The RSS process can effectively simplify the head/face detection algorithm. The MIT Face Database is used to evaluate the capacity of the proposed method. The results are found to be promising
Keywords :
face recognition; image segmentation; visual databases; MIT Face Database; RSS; automatic detection; complex background; head detection method; human head/face; object region; pattern recognition; region shield segmentation; segmentation approach; segmentation techniques; uniform background; Australia; Face detection; Face recognition; Hair; Head; Histograms; Humans; Image processing; Image recognition; Image segmentation;
Conference_Titel :
Intelligent Multimedia, Video and Speech Processing, 2001. Proceedings of 2001 International Symposium on
Conference_Location :
Hong Kong
Print_ISBN :
962-85766-2-3
DOI :
10.1109/ISIMP.2001.925400