DocumentCode :
3027100
Title :
A Hybrid Algorithm of Eyes Localization in Color Facial Region
Author :
Yi, Yihu ; Qu, Daokui ; Xu, Fang
Author_Institution :
Shenyang Inst. of Autom., Chinese Acad. of Sci., Shenyang, China
Volume :
3
fYear :
2009
fDate :
7-8 Nov. 2009
Firstpage :
113
Lastpage :
118
Abstract :
In this paper, a hybrid algorithm for precise eyes localization in color facial region is presented. In practice, most eye detection suffer from the influence of illumination and face pose. Multiple techniques are integrated in this algorithm to overcome these limitations, such as color space mapping, illumination correction, mouth detection, dynamic threshold and so on. The scheme consists of two stage: eye region extraction and fine eye location. Firstly, with aids of clustering information of eyes in color image and gray-level image, we highlight possible eye regions. Through binarization and morphological operation, we can reserve major blocks and remove most of tiny blocks. For accurate extraction to the best, the threshold of binarization is adjusted appropriately according to heuristic rules test feedback. Heuristic rules are established in terms of priori knowledge about geometrical relationship among facial components. Thereby, we can filter out most of non-eye candidates and allow more possible candidates to be selected as eyes. In the stage of fine eye location, we employ twice extraction to find eye center via projection function and verify validation of location by similarity matching finally. With regard to variable lighting, we have adopted an effective local illumination correction to reduce interference. Some other experiments are carried out to investigate method capability on variations of pose, facial expressions, partial occlusions and lighting conditions on face images. Experiment results indicate our algorithm can achieves promising performance under certain illumination and various face poses conditions.
Keywords :
algorithm theory; face recognition; image colour analysis; binarization; color facial region; color image; color space mapping; dynamic threshold; eye detection; eye region extraction; eyes localization; face images; face pose conditions; facial expressions; fine eye location; gray-level image; heuristic rules test feedback; hybrid algorithm; illumination correction; lighting conditions; mouth detecion; partial occlusions; projection function; similarity matching; Clustering algorithms; Color; Data mining; Eyes; Face detection; Feedback; Lighting; Morphological operations; Mouth; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Artificial Intelligence and Computational Intelligence, 2009. AICI '09. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3835-8
Electronic_ISBN :
978-0-7695-3816-7
Type :
conf
DOI :
10.1109/AICI.2009.138
Filename :
5376554
Link To Document :
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