Thermal face recognition using convolutional neural network
作者： Zhan Wu , Min Peng , Tong Chen
DOI: 10.1109/OPTIP.2016.7528489
关键词:
摘要: With the rapidly development of face recognition (FR), thermal has received increasing attention. However, traditional methods for mainly concentrate on hand-crafted feature design, which requires more efforts from human to select and extract features usually relatively lower rate. In this paper, we present a convolutional neural network (CNN) architecture recognition. CNN is new type method can automatically learn effective raw data. Experiment results RGB-D-T database show that our proposed achieves higher rate compared with such as LBP, HOG moments invariant.
sci-hub.se 参考文章(23)
Javier Ruiz-del-Solar, Rodrigo Verschae, Gabriel Hermosilla, Mauricio Correa, Thermal Face Recognition in Unconstrained Environments Using Histograms of LBP Features Studies in computational intelligence. pp. 219- 243 ,(2014) , 10.1007/978-3-642-39289-4_10
Goran Klepac, Robert Kopal, Leo Mri, Developing Churn Models Using Data Mining Techniques and Social Network Analysis ,(2014)
Ying-Han Pang, Andrew Teoh Beng Jin, David Ngo Chek Ling, Binarized Revocable Biometrics in Face Recognition Computational Intelligence and Security. pp. 788- 795 ,(2005) , 10.1007/11596981_115
Hassen Drira, Boulbaba Ben Amor, A. Srivastava, M. Daoudi, R. Slama, 3D Face Recognition under Expressions, Occlusions, and Pose Variations IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 35, pp. 2270- 2283 ,(2013) , 10.1109/TPAMI.2013.48
Yanlan Liu, Kelong Ai, Jianhua Liu, Mo Deng, Yangyang He, Lehui Lu, Dopamine-Melanin Colloidal Nanospheres: An Efficient Near-Infrared Photothermal Therapeutic Agent for In Vivo Cancer Therapy Advanced Materials. ,vol. 25, pp. 1353- 1359 ,(2013) , 10.1002/ADMA.201204683
Carlos González, Sergio Sánchez, Abel Paz, Javier Resano, Daniel Mozos, Antonio Plaza, Use of FPGA or GPU-based architectures for remotely sensed hyperspectral image processing Integration. ,vol. 46, pp. 89- 103 ,(2013) , 10.1016/J.VLSI.2012.04.002
Zhihong Pan, G. Healey, M. Prasad, B. Tromberg, Face recognition in hyperspectral images IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 25, pp. 1552- 1560 ,(2003) , 10.1109/TPAMI.2003.1251148
Jun-Yong Zhu, Wei-Shi Zheng, Jian-Huang Lai, Logarithm Gradient Histogram: A general illumination invariant descriptor for face recognition ieee international conference on automatic face gesture recognition. pp. 1- 8 ,(2013) , 10.1109/FG.2013.6553738
Dhiman Karmakar, C. A. Murthy, Face Recognition using Face-Autocropping and Facial Feature Points Extraction Proceedings of the 2nd International Conference on Perception and Machine Intelligence. pp. 116- 122 ,(2015) , 10.1145/2708463.2709056
Shangfei Wang, Menghua He, Zhen Gao, Shan He, Qiang Ji, Emotion recognition from thermal infrared images using deep Boltzmann machine Frontiers of Computer Science. ,vol. 8, pp. 609- 618 ,(2014) , 10.1007/S11704-014-3295-3