Facial Feature Extraction and Principal Component Analysis for Face Detection in Color Images

作者: Saman Cooray , Noel O’Connor

DOI: 10.1007/978-3-540-30126-4_90

关键词:

摘要: A hybrid technique based on facial feature extraction and Principal Component Analysis (PCA) is presented for frontal face detection in color images. Facial features such as eyes mouth are automatically detected properties of the associated image regions, which extracted by RSST segmentation. While points identified using redness property a simple search strategy relative to position carried out identify eye from set regions. Priority given regions signal high intensity variance, thereby allowing most probable be selected. On detecting two eyes, verification step Eigenface theory applied normalized space distance between points.

参考文章(11)
Cheng-Chung Lin, Wei-Chung Lin, Extracting facial features by an inhibitory mechanism based on gradient distributions Pattern Recognition. ,vol. 29, pp. 2079- 2101 ,(1996) , 10.1016/S0031-3203(96)00034-9
Karin Sobottka, Ioannis Pitas, A novel method for automatic face segmentation, facial feature extraction and tracking Signal Processing: Image Communication. ,vol. 12, pp. 263- 281 ,(1998) , 10.1016/S0923-5965(97)00042-8
Kin Choong Yow, Roberto Cipolla, Feature-based human face detection Image and Vision Computing. ,vol. 15, pp. 713- 735 ,(1997) , 10.1016/S0262-8856(97)00003-6
Alexandros Eleftheriadis, Arnaud Jacquin, Automatic face location detection and tracking for model-assisted coding of video teleconferencing sequences at low bit-rates Signal Processing-image Communication. ,vol. 7, pp. 231- 248 ,(1995) , 10.1016/0923-5965(95)00028-U
Rein-Lien Hsu, M. Abdel-Mottaleb, A.K. Jain, Face detection in color images IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 24, pp. 696- 706 ,(2002) , 10.1109/34.1000242
Ming-Hsuan Yang, D.J. Kriegman, N. Ahuja, Detecting faces in images: a survey IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 24, pp. 34- 58 ,(2002) , 10.1109/34.982883
S.L. Phung, D. Chai, A. Bouzerdoum, Adaptive skin segmentation in color images international conference on acoustics, speech, and signal processing. ,vol. 3, pp. 173- 176 ,(2003) , 10.1109/ICASSP.2003.1199483
B. Menser, Face detection in color images using principal components analysis 7th International Conference on Image Processing and its Applications. ,vol. 2, pp. 620- 624 ,(1999) , 10.1049/CP:19990397
Chengjun Liu, A Bayesian discriminating features method for face detection IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 25, pp. 725- 740 ,(2003) , 10.1109/TPAMI.2003.1201822
Matthew Turk, Alex Pentland, Eigenfaces for recognition Journal of Cognitive Neuroscience. ,vol. 3, pp. 71- 86 ,(1991) , 10.1162/JOCN.1991.3.1.71