Title :
Face detection architecture design using hybrid skin color detection and cascade of classifiers
Author :
Der-Wei Yang ; Chun-Wei Chen ; Che-hao Chang ; Yun-Chen Chang ; Ming-Der Shieh ; Wang, Jiacheng ; Chia-Cheng Lo
Author_Institution :
Dept. of Electr. Eng., Nat. Cheng-Kung Univ., Tainan, Taiwan
Abstract :
This paper presents an efficient face detection algorithm which results in low cost and high performance hardware implementation. Using the proposed scheme of hybrid skin color detection and cascade of classifiers, we successfully overcome (i) the poor false positive rate issue in the skin color based face detection and (ii) the huge computation complexity in the cascade of classifiers. A light variation tolerable skin color detection method and a scan-line based dynamic down-sampling architecture are also proposed to enhance the performance. Experimental results reveal that the proposed design has high detection accuracy with low hardware cost as compared with related work.
Keywords :
computational complexity; face recognition; image classification; image colour analysis; image sampling; lighting; skin; classifier cascade; computation complexity; face detection architecture design; false positive rate issue; high performance hardware implementation; hybrid skin color detection; light variation tolerable skin color detection method; scan-line based dynamic down-sampling architecture; skin color based face detection algorithm; Algorithm design and analysis; Classification algorithms; Computer architecture; Face; Face detection; Image color analysis; Skin;
Conference_Titel :
Circuits and Systems (APCCAS), 2012 IEEE Asia Pacific Conference on
Conference_Location :
Kaohsiung
Print_ISBN :
978-1-4577-1728-4
DOI :
10.1109/APCCAS.2012.6419092