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| Face Recognition under Complex Illumination Based on Multi-scale Weberface and Local Binary Pattern |
| Shuhong Cheng, Jie Liu, Hong Wei, Xiaoman Qu |
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Abstract A novel method based on Multi-scale Weberface (MWF) and Local Binary
Pattern (LBP) is proposed to reduce illumination effects for face
recognition in this paper. The method starts with pre-processing
face image by utilizing contrast stretching transformation that
reduces the effect of different lighting to some extent. Then
different scale Weberfaces are extracted to calculate MWF based on
weighted method as multi-scale illumination insensitive face.
Finally the study abstracts LBP feature from MWF as face recognition
feature under complex illumination and employs multi-class Support
Vector Machine (SVM) for face authentication. The experiments are
executed both on CMU-PIE and Yale B face databases. The experimental
results have indicated that the proposed method can effectively
eliminate the influence of face recognition under complex
illumination and the recognition rates are superior to Weberface
(WF), even single sample images with serious light as training
sample images can also work well. Furthermore, this study also has
shown that our method is more robust to noise and more suitable to
the actual system for face authentication.
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| DOI:10.12733/jics20106292 |
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| [1] |
Anuwat Dechvijankit;Hiroshi Nagahashi;Kota Aoki. An Enhanced Way to Create Disk Topology Patch For Bounded-Parameterization[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1-11. |
| [2] |
You Lu;Chang Liu. The Explicit Piecewise Polynomials of Locally Supported Box Spline[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 13-27. |
| [3] |
Demin Wei;Shuo Yao;Zhuangning Xie. Directional wind Pressure of Cladding Structure[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 29-41. |
| [4] |
Xinghua Huo;Yafeng Yao;Zhao Chen. Implementation of a Direct Rotation CORDIC Algorithm with High Speed and Low Resource Consumption[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 43-50. |
| [5] |
Hui Zhi;Yanjun Hu;Jun Zhu;Quan Yuan;Mengmeng He. Cross-Layer Power Allocation Scheme for Two-Way Relaying System[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 51-58. |
| [6] |
Zhaolei Wei;Chunliang Chen;Ying Shen;Jiulin Luo. Research on Quality Evaluation of the Requirement Scheme for Equipment System[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 59-67. |
| [7] |
. Table of Contents - JICS Vol 13 No 1[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1000-1000. |
| [8] |
. JICS Vol 13 No 1 Cover[J]. JOURNAL OF INFORMATION &COMPUTATIONAL SCIENCE, 2016, 13(1): 1001-1001. |
| [9] |
Xiang Feng;Wanggen Wan;Xiaoqiang Zhu;Yanlu Yin;Jing Wang. A Method for Physics-based Dynamic Deformation with St. Venant Kirchhoff Elasticity and Implicit Newmark Integrator[J]. , 2015, 12(9): 3333-3343. |
| [10] |
Jin Li;Weiqun Cao;Yin Cui. Research and Implementation of Parametric Modeling Method of Tree Knots[J]. , 2015, 12(9): 3345-3356. |
| [11] |
Bin Li;Desheng Wen;Zongxi Song;Chao Shen;Mengjie Wu;Feipeng Li. Research of Vehicle Detection Algorithm in Infrared Thermal Imaging Videos[J]. , 2015, 12(9): 3357-3363. |
| [12] |
Hao Zhang;Xiangen Bai;Yingjie Xiao. Location Estimation Approach of Multiple Sensor Nodes Using Received Signal Strength Measurements[J]. , 2015, 12(9): 3365-3372. |
| [13] |
Jinlong Yan;Wenjuan Lu;Chunyu Peng. An Effective Modeling of Power Consumption and Time Delay for SRAM Compiler[J]. , 2015, 12(9): 3373-3382. |
| [14] |
Chenxiao Wang;Hanshi Wang;Lizhen Liu;Wei Song;Mudan Yuan. Learning Bayesian Network Structure Based on Topological Potential[J]. , 2015, 12(9): 3383-3393. |
| [15] |
Na Lin;Yanan Zheng;Jianming Li. Path Planning Method Based on Taxi Trajectory Data[J]. , 2015, 12(9): 3395-3403. |
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