Novel Texture Descriptor Family for Face Recognition.
作者： Pavel Král , Ladislav Lenc
DOI: 10.1007/978-3-030-20915-5_4
关键词:
摘要: This paper presents a novel image descriptor family. The shaped local binary patterns are an extension of the popular (LBPs). It takes into consideration larger neighbourhoods central pixel. main novelty is that this allows using varying shapes neighbourhood instead just one point. property ensures better robustness and gives opportunity to fine-tune for given task. We evaluate on face recognition task in frame application real-world images. results two standard corpora show improved performance over basic LBP method.
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sci-hub.se 参考文章(16)
Timo Ahonen, Abdenour Hadid, Matti Pietikäinen, Face Recognition with Local Binary Patterns european conference on computer vision. pp. 469- 481 ,(2004) , 10.1007/978-3-540-24670-1_36
P.Jonathon Phillips, Harry Wechsler, Jeffery Huang, Patrick J. Rauss, The FERET database and evaluation procedure for face-recognition algorithms Image and Vision Computing. ,vol. 16, pp. 295- 306 ,(1998) , 10.1016/S0262-8856(97)00070-X
Loris Nanni, Alessandra Lumini, Sheryl Brahnam, Survey on LBP based texture descriptors for image classification Expert Systems With Applications. ,vol. 39, pp. 3634- 3641 ,(2012) , 10.1016/J.ESWA.2011.09.054
Weisheng Li, Peng Fu, Lifang Zhou, Face recognition method based on dynamic threshold local binary pattern Proceedings of the 4th International Conference on Internet Multimedia Computing and Service - ICIMCS '12. pp. 20- 24 ,(2012) , 10.1145/2382336.2382343
A. Wagner, J. Wright, A. Ganesh, Zihan Zhou, H. Mobahi, Yi Ma, Toward a Practical Face Recognition System: Robust Alignment and Illumination by Sparse Representation IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 34, pp. 372- 386 ,(2012) , 10.1109/TPAMI.2011.112
Li Wang, Dong-Chen He, Texture classification using texture spectrum Pattern Recognition. ,vol. 23, pp. 905- 910 ,(1990) , 10.1016/0031-3203(90)90135-8
T. Ojala, M. Pietikainen, D. Harwood, Performance evaluation of texture measures with classification based on Kullback discrimination of distributions international conference on pattern recognition. ,vol. 1, pp. 582- 585 ,(1994) , 10.1109/ICPR.1994.576366
Baochang Zhang, Yongsheng Gao, Sanqiang Zhao, Jianzhuang Liu, Local Derivative Pattern Versus Local Binary Pattern: Face Recognition With High-Order Local Pattern Descriptor IEEE Transactions on Image Processing. ,vol. 19, pp. 533- 544 ,(2010) , 10.1109/TIP.2009.2035882
Wenchao Zhang, Shiguang Shan, Wen Gao, Xilin Chen, Hongming Zhang, Local Gabor binary pattern histogram sequence (LGBPHS): a novel non-statistical model for face representation and recognition international conference on computer vision. ,vol. 1, pp. 786- 791 ,(2005) , 10.1109/ICCV.2005.147
Xiaoyang Tan, Bill Triggs, Enhanced Local Texture Feature Sets for Face Recognition Under Difficult Lighting Conditions IEEE Transactions on Image Processing. ,vol. 19, pp. 1635- 1650 ,(2010) , 10.1109/TIP.2010.2042645