Face Recognition under Real-world Conditions

作者: Ladislav Lenc , Pavel Král

DOI:

关键词:

摘要: This paper deals with Automatic Face Recognition (AFR). The main contribution of this work consists in the evaluation our two previously proposed AFR methods real conditions. At first, we compare and evaluate recognition accuracy on well-controlled face database. Then these results a real-world database comparable size. For such comparison, use sub-set newly created Czech News Agency (CTK) is from photos acquired by CTK creation corpus represents second work. experiments show significant differences controlled data. 100% achieved ORL while only 72.7% best score for Further show, how rate influenced number training images each person size We also demonstrate, that decreases significantly larger propose confidence measure technique as solution to identify filter-out incorrectly recognized faces. further very beneficial under

参考文章(22)
E. Lleida, R.C. Rose, Likelihood ratio decoding and confidence measures for continuous speech recognition international conference on spoken language processing. ,vol. 1, pp. 478- 481 ,(1996) , 10.1109/ICSLP.1996.607158
Janez Križaj, Vitomir Štruc, Nikola Pavešić, Adaptation of SIFT Features for Robust Face Recognition Lecture Notes in Computer Science. pp. 394- 404 ,(2010) , 10.1007/978-3-642-13772-3_40
Vipin Kumar, Pang-Ning Tan, Michael M. Steinbach, Introduction to Data Mining ,(2013)
Handbook of Face Recognition Springer-Verlag New York, Inc.. ,(2011) , 10.1007/978-0-85729-932-1
Laurenz Wiskott, Rolf P. Würtz, Günter Westphal, Elastic Bunch Graph Matching Scholarpedia. ,vol. 9, pp. 10587- ,(2014) , 10.4249/SCHOLARPEDIA.10587
Steve Young, Ferdinando Samaria, HMM-based architecture for face identification Image and Vision Computing. ,vol. 12, pp. 537- 543 ,(1994) , 10.1016/0262-8856(94)90007-8
Linlin Shen, Li Bai, A review on Gabor wavelets for face recognition Pattern Analysis and Applications. ,vol. 9, pp. 273- 292 ,(2006) , 10.1007/S10044-006-0033-Y
Cong Geng, Xudong Jiang, Face recognition using sift features international conference on image processing. pp. 3277- 3280 ,(2009) , 10.1109/ICIP.2009.5413956
Hui Jiang, Confidence measures for speech recognition: A survey Speech Communication. ,vol. 45, pp. 455- 470 ,(2005) , 10.1016/J.SPECOM.2004.12.004
M. Lades, J.C. Vorbruggen, J. Buhmann, J. Lange, C. von der Malsburg, R.P. Wurtz, W. Konen, Distortion invariant object recognition in the dynamic link architecture IEEE Transactions on Computers. ,vol. 42, pp. 300- 311 ,(1993) , 10.1109/12.210173