Decision Fusion for Patch-Based Face Recognition

Author(s):  
Berkay Topcu ◽  
Hakan Erdogan
2013 ◽  
Vol 61 (1) ◽  
Author(s):  
Siti Salwa Md Noor ◽  
Nooritawati Md Tahir

Integration of multimodal biometrics is widely explored for the purpose of security enhancement. Hence, in this research we deemed further to evaluate the integration of car plate and face recognition as security enhancement in parking lot. Firstly, the acquired face and car plate that acted as database is encrypted based on Hill Cipher matrix manipulation using random numbers and Fast Fourier Transform (FFT) as encryption algorithm. Next, Unconstrained Minimum Average Correlation Energy (UMACE) was applied for car plate recognition process during parking entrance in identifying the intruder via Peak to Side lobe Ratio (PSR) value. During exit, UMACE is once again utilized for both plate and face recognition for verification of registered driver based on decision fusion of PSR value. Results attained specifically Total Success Rate (TSR) of 96% during parking entrance along with over 99% during exit at PSR value of 10, confirmed that the proposed method is apt as security in parking space.


2016 ◽  
Vol 10 (6) ◽  
pp. 1118-1129 ◽  
Author(s):  
Qicong Wang ◽  
Binbin Wang ◽  
Xinjie Hao ◽  
Lisheng Chen ◽  
Jingmin Cui ◽  
...  

Author(s):  
A. K. M. Akhtar Hossain

In this research, it has been developed a prototype biometric system which integrates facial images and fingerprints. The system overcomes the limitations of face recognition systems as well as fingerprint recognition systems. The integrated prototype system operates in the identification mode with an admissible response time. The identity established by the system is more reliable than the identity established by a face recognition system. In addition, the proposed decision fusion scheme enables performance improvement by integrating multiple features with different confidence measures. Experimental results demonstrate that the system performs  well. It meet up the response time as well as the accuracy requirements.


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