Binary Code for the Compact Palmprint Representation Using Texture Features

In this paper, we present an effective approach to the biometric user verification using palmprints. The main idea and key innovation of the method is a compact 32-bit length vector to summarize the palmprint texture. This method provides the user verification with the accuracy reaching 92% in the experiments performed on the benchmark PolyU palmprint database. Moreover, the reported results show that the obtained accuracy appears to be hardly dependent on the number of enrolled samples. The proposed representation may be extremely useful in real life applications because of its compactness and effectiveness.

[1]  Abdolmajid Mousavi,et al.  Generalized Gabor filters for palmprint recognition , 2018, Pattern Analysis and Applications.

[2]  Mohamed Berkane,et al.  Multimodal biometric systems , 2014, 2014 International Conference on Multimedia Computing and Systems (ICMCS).

[3]  Huimin Lu,et al.  Multispectral palmprint recognition using multiclass projection extreme learning machine and digital shearlet transform , 2014, Neural Computing and Applications.

[4]  Wei Jia,et al.  Local line directional pattern for palmprint recognition , 2016, Pattern Recognit..

[5]  Sébastien Marcel,et al.  Biometrics: In Search of Identity and Security (Q & A) , 2018 .

[6]  Youssef Fakhri,et al.  Multispectral Palmprint Recognition based on Fusion of Local Features , 2018, 2018 6th International Conference on Multimedia Computing and Systems (ICMCS).

[7]  Mehdi Chehel Amirani,et al.  Gabor Filter and Texture based Features for Palmprint Recognition , 2017, ICCS.

[8]  Robert M. Haralick,et al.  Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..

[9]  Monji Kherallah,et al.  Novel palmprint biometric system combining several fractal methods for texture information extraction , 2016, 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[10]  Adel M. Alimi,et al.  Human identity recognition using sparse auto encoder for texture information representation in palmprint images based on voting technique , 2017, 2017 Sudan Conference on Computer Science and Information Technology (SCCSIT).

[11]  Michal Choras,et al.  Lightweight Verification Schema for Image-Based Palmprint Biometric Systems , 2019, Mob. Inf. Syst..

[12]  Fouad Khelifi,et al.  Self-geometric relationship filter for efficient SIFT key-points matching in full and partial palmprint recognition , 2018, IET Biom..

[13]  Michal Choras,et al.  Hybrid Feature Extraction for Palmprint-Based User Authentication , 2018, 2018 International Conference on High Performance Computing & Simulation (HPCS).

[14]  David Zhang,et al.  3D palmprint identification combining blocked ST and PCA , 2017, Pattern Recognit. Lett..

[15]  Gaurav Jaswal,et al.  Multiple feature fusion for unconstrained palm print authentication , 2018, Comput. Electr. Eng..

[16]  Monji Kherallah,et al.  Biometric Palmprint identification via efficient texture features fusion , 2016, 2016 International Joint Conference on Neural Networks (IJCNN).

[17]  Hassen Drira,et al.  Multiset Canonical Correlation Analysis: Texture Feature Level Fusion of Multiple Descriptors for Intra-modal Palmprint Biometric Recognition , 2017, PSIVT.

[18]  Wei-qi Yuan,et al.  Multiple palm features extraction method based on vein and palmprint , 2018 .

[19]  Michal Choras,et al.  Evaluation of the Pre-processing Methods in Image-Based Palmprint Biometrics , 2017, IP&C.

[20]  Liu Dian,et al.  Contactless palmprint recognition based on convolutional neural network , 2016, 2016 IEEE 13th International Conference on Signal Processing (ICSP).

[21]  David Zhang,et al.  Palmprint verification based on principal lines , 2008, Pattern Recognit..

[22]  Rachita Misra,et al.  Palm Print Recognition Using Hough Transforms , 2015, 2015 International Conference on Computational Intelligence and Communication Networks (CICN).

[23]  Pong C. Yuen,et al.  Learning Compact Binary Codes for Hash-Based Fingerprint Indexing , 2015, IEEE Transactions on Information Forensics and Security.

[24]  Lei Zhang,et al.  Palmprint Verification on Mobile Phones Using Accelerated Competitive Code , 2011, 2011 International Conference on Hand-Based Biometrics.

[25]  Arab Ali Chérif,et al.  Multi-spectral palmprint recognition based on oriented multiscale log-Gabor filters , 2016, Neurocomputing.

[26]  R.M. Haralick,et al.  Statistical and structural approaches to texture , 1979, Proceedings of the IEEE.

[27]  Jesús B. Alonso,et al.  Hand shape identification on multirange images , 2014, Inf. Sci..

[28]  Weiqiang Wang,et al.  Deep learning compact binary codes for fingerprint indexing , 2018, Frontiers of Information Technology & Electronic Engineering.

[29]  Adel M. Alimi,et al.  Bimodal biometric system for hand shape and palmprint recognition based on SIFT sparse representation , 2017, Multimedia Tools and Applications.

[30]  Arun Ross,et al.  50 years of biometric research: Accomplishments, challenges, and opportunities , 2016, Pattern Recognit. Lett..