Feature Extraction Methods for Palmprint Recognition: A Survey and Evaluation
Abstract
Palmprint processes a number of unique features for reliable personal recognition. However, different types of palmprint images contain different dominant features. Instead, only some features of the palmprint are visible in a palmprint image, whereas the other features may not be notable. For example, the low-resolution palmprint image has visible principal lines and wrinkles. By contrast, the high-resolution palmprint image contains clear ridge patterns and minutiae points. In addition, the three dimensional (3-D) palmprint image possesses curvatures of the palmprint surface. So far, there is no work to summarize the feature extraction of different types of palmprint images. In this paper, we have an aim to completely study the feature extraction and recognition of palmprint. We propose to use a unified framework to classify palmprint images into four categories: (1) the contact-based; (2) contactless; (3) high-resolution; and (4) 3-D palmprint images. Then, we analyze the motivations and theories of the representative extraction and matching methods for different types of palmprint images. Finally, we compare and test the state-of-the-art methods via the widely used palmprint databases, and point out some potential directions for future research.
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Deep Residual Learning for Image Recognition
He, K., Zhang, X., Ren, S., & Sun, J. (2016) · 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) · doi:10.1109/cvpr.2016.90 · Cited by 235,474 · see citing works
ImageNet classification with deep convolutional neural networks
Krizhevsky, A., Sutskever, I., & Hinton, G. E. (2017) · Communications of the ACM · doi:10.1145/3065386 · Cited by 112,155 · see citing works
Very Deep Convolutional Networks for Large-Scale Image Recognition
Simonyan, K., & Zisserman, A. (2014) · arXiv · doi:10.48550/arxiv.1409.1556 · Cited by 74,248 · see citing works
Distinctive Image Features from Scale-Invariant Keypoints
Lowe, D. G. (2004) · International Journal of Computer Vision · doi:10.1023/b:visi.0000029664.99615.94 · Cited by 55,589 · see citing works
ImageNet Large Scale Visual Recognition Challenge
Russakovsky, O., Deng, J., Su, H., Krause, J., Satheesh, S., Ma, S., Huang, Z., Karpathy, A., Khosla, A., Bernstein, M., et al. (2015) · International Journal of Computer Vision · doi:10.1007/s11263-015-0816-y · Cited by 39,380 · see citing works
Rethinking the Inception Architecture for Computer Vision
Szegedy, C., Vanhoucke, V., Ioffe, S., Shlens, J., & Wojna, Z. (2016) · 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) · doi:10.1109/cvpr.2016.308 · Cited by 32,138 · see citing works
Multiresolution gray-scale and rotation invariant texture classification with local binary patterns
Ojala, T., Pietikainen, M., & Maenpaa, T. (2002) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2002.1017623 · Cited by 15,398 · see citing works
An introduction to biometric recognition
Jain, A. K., Ross, A., & Prabhakar, S. (2004) · IEEE Transactions on Circuits and Systems for Video Technology · doi:10.1109/tcsvt.2003.818349 · Cited by 4,974 · see citing works
Handbook of Fingerprint Recognition
Maltoni, D., Maio, D., Jain, A. K., & Prabhakar, S. (2009) · Springer eBooks · doi:10.1007/978-1-84882-254-2 · Cited by 2,213 · see citing works
Image representation using 2D Gabor wavelets
Lee, T. S. (1996) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/34.541406 · Cited by 1,631 · see citing works
Online palmprint identification
Zhang, D. D., Kong, W.-K., You, J., & Wong, M. (2003) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2003.1227981 · Cited by 1,512 · see citing works
Self-citationSegmentation through variable-order surface fitting
Besl, P. J., & Jain, R. (1988) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/34.3881 · Cited by 1,077 · see citing works
A multichannel approach to fingerprint classification
Jain, A. K., Prabhakar, S., & Lin, H. (1999) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/34.761265 · Cited by 590 · see citing works
Competitive coding scheme for palmprint verification
Kong, A. W., & Zhang, D. D. (2004) · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · doi:10.1109/icpr.2004.1334184 · Cited by 552 · see citing works
Self-citationA survey of palmprint recognition
Kong, A. W., Zhang, D. D., & Kamel, M. S. (2009) · Pattern Recognition · doi:10.1016/j.patcog.2009.01.018 · Cited by 546 · see citing works
Self-citationLocal Directional Number Pattern for Face Analysis: Face and Expression Recognition
Rivera, A. R., Castillo, J. R., & Chae, O. (2012) · IEEE Transactions on Image Processing · doi:10.1109/tip.2012.2235848 · Cited by 514 · see citing works
An Online System of Multispectral Palmprint Verification
Zhang, D. D., Guo, Z., Lu, G., et al. (2009) · IEEE Transactions on Instrumentation and Measurement · doi:10.1109/tim.2009.2028772 · Cited by 500 · see citing works
Self-citationPalmprint verification based on robust line orientation code
Jia, W., Huang, D.-S., & Zhang, D. D. (2007) · Pattern Recognition · doi:10.1016/j.patcog.2007.10.011 · Cited by 485 · see citing works
Self-citationKaru, K., & Jain, A. K. (1996) · Pattern Recognition · doi:10.1016/0031-3203(95)00106-9 · Cited by 480 · see citing works
Personal authentication using palm-print features
Han, C.-C., Cheng, H.-L., Lin, C.-L., & Fan, K. (2002) · Pattern Recognition · doi:10.1016/s0031-3203(02)00037-7 · Cited by 478 · see citing works
Ordinal Palmprint Represention for Personal Identification
Sun, Z., Tan, T., Wang, Y., & Li, S. (2005) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2005.267 · Cited by 469 · see citing works
Fingerprint classification: a review
Yager, N., & Amin, A. (2004) · Pattern Analysis and Applications · doi:10.1007/s10044-004-0204-7 · Cited by 430 · see citing works
Fisherpalms based palmprint recognition
Wu, X., Zhang, D. D., & Wang, K. (2003) · Pattern Recognition Letters · doi:10.1016/s0167-8655(03)00141-7 · Cited by 407 · see citing works
Self-citationZhang, D., & Shu, W. (1999) · Pattern Recognition · doi:10.1016/s0031-3203(98)00117-4 · Cited by 376 · see citing works
Self-citationRobust Facial Expression Recognition Based on Local Directional Pattern
Jabid, T. (2010) · ETRI Journal · doi:10.4218/etrij.10.1510.0132 · Cited by 360 · see citing works
A unified framework for subspace face recognition
Wang, X., & Tang, X. (2004) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2004.57 · Cited by 360 · see citing works
Palmprint identification using feature-level fusion
Kong, A. W., Zhang, D. D., & Kamel, M. S. (2005) · Pattern Recognition · doi:10.1016/j.patcog.2005.08.014 · Cited by 354 · see citing works
Self-citationJain, A. K., & Feng, J. (2008) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2008.242 · Cited by 340 · see citing works
Automated Biometrics: Technologies and Systems
Zhang, D. D. (2000) · CERN Document Server (European Organization for Nuclear Research) · Cited by 338 · see citing works
Self-citationPalmprint verification based on principal lines
Huang, D.-S., Jia, W., & Zhang, D. D. (2007) · Pattern Recognition · doi:10.1016/j.patcog.2007.08.016 · Cited by 330 · see citing works
Self-citationZhang, L., Li, L., Yang, A., Shen, Y., & Yang, M. (2017) · Pattern Recognition · doi:10.1016/j.patcog.2017.04.016 · Cited by 294 · see citing works
Palmprint verification using binary orientation co-occurrence vector
Guo, Z., Zhang, D. D., Zhang, L., et al. (2009) · Pattern Recognition Letters · doi:10.1016/j.patrec.2009.05.010 · Cited by 289 · see citing works
Self-citationDual-source discrimination power analysis for multi-instance contactless palmprint recognition
Leng, L., Li, M., Kim, C., et al. (2015) · Multimedia Tools and Applications · doi:10.1007/s11042-015-3058-7 · Cited by 264 · see citing works
A Comparative Study of Palmprint Recognition Algorithms
Zhang, D. D., Zuo, W., & Feng, Y. (2012) · ACM Computing Surveys · doi:10.1145/2071389.2071391 · Cited by 247 · see citing works
Self-citationLocal line directional pattern for palmprint recognition
Luo, Y., Zhao, L.-Y., Zhang, B., Jia, W., Xue, F., Lu, J., Zhu, Y., & Xu, B.-Q. (2015) · Pattern Recognition · doi:10.1016/j.patcog.2015.08.025 · Cited by 246 · see citing works
Self-citation3D object recognition from range images using local feature histograms
Hetzel, G., Leibe, B., Levi, P. A., et al. (2005) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2001.990988 · Cited by 206 · see citing works
Double-orientation code and nonlinear matching scheme for palmprint recognition
Fei, L., Xu, Y. D., Tang, W., et al. (2015) · Pattern Recognition · doi:10.1016/j.patcog.2015.08.001 · Cited by 200 · see citing works
Self-citationPalmprint classification using principal lines
Wu, X., Zhang, D. D., Wang, K., et al. (2004) · Pattern Recognition · doi:10.1016/j.patcog.2004.02.015 · Cited by 200 · see citing works
Self-citationTouch-less palm print biometrics: Novel design and implementation
Goh, M. K. O., Connie, T., & Teoh, A. B. J. (2008) · Image and Vision Computing · doi:10.1016/j.imavis.2008.06.010 · Cited by 193 · see citing works
Histogram of Oriented Lines for Palmprint Recognition
Jia, W., Hu, R.-X., Lei, Y., et al. (2013) · IEEE Transactions on Systems Man and Cybernetics Systems · doi:10.1109/tsmc.2013.2258010 · Cited by 189 · see citing works
Self-citationPersonal Identification Using Multibiometrics Rank-Level Fusion
Kumar, A., & Shekhar, S. (2010) · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · doi:10.1109/tsmcc.2010.2089516 · Cited by 186 · see citing works
Palmprint Recognition Using 3-D Information
Zhang, D. D., Lu, G., Li, W., et al. (2009) · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · doi:10.1109/tsmcc.2009.2020790 · Cited by 167 · see citing works
Self-citationPalm line extraction and matching for personal authentication
Wu, X., Zhang, D. D., & Wang, K. (2006) · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · doi:10.1109/tsmca.2006.871797 · Cited by 166 · see citing works
Self-citationPalmprint Recognition Based on Complete Direction Representation
Jia, W., Zhang, B., Lu, J., Zhu, Y., Zhao, Y. S., Zuo, W., & Ling, H. (2017) · IEEE Transactions on Image Processing · doi:10.1109/tip.2017.2705424 · Cited by 159 · see citing works
Self-citationDiscriminative and Robust Competitive Code for Palmprint Recognition
Xu, Y., Fei, L., Wen, J., et al. (2016) · IEEE Transactions on Systems Man and Cybernetics Systems · doi:10.1109/tsmc.2016.2597291 · Cited by 156 · see citing works
Self-citationMultifeature-Based High-Resolution Palmprint Recognition
Dai, J., & Zhou, J. (2010) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2010.164 · Cited by 154 · see citing works
Fragile Bits in Palmprint Recognition
Zhang, L., Li, H., & Niu, J. (2012) · IEEE Signal Processing Letters · doi:10.1109/lsp.2012.2211589 · Cited by 132 · see citing works
A study of hand vein recognition method
Ding, Y., Zhuang, D., & Wang, K. (2006) · doi:10.1109/icma.2005.1626888 · Cited by 131 · see citing works
A novel hierarchical approach for multispectral palmprint recognition
Hong, D., Liu, W., Su, J. D., Pan, Z., & Wang, G. (2014) · Neurocomputing · doi:10.1016/j.neucom.2014.09.013 · Cited by 125 · see citing works
Robust and Efficient Ridge-Based Palmprint Matching
Dai, J., Feng, J., & Zhou, J. (2011) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2011.237 · Cited by 119 · see citing works
Wu, X., Zhao, Q., & Bu, W. (2014) · Pattern Recognition · doi:10.1016/j.patcog.2014.04.008 · Cited by 117 · see citing works
Half-orientation extraction of palmprint features
Fei, L., Xu, Y. D., & Zhang, D. D. (2015) · Pattern Recognition Letters · doi:10.1016/j.patrec.2015.10.003 · Cited by 103 · see citing works
Self-citationAlignment-free row-co-occurrence cancelable palmprint Fuzzy Vault
Leng, L., & Teoh, A. B. J. (2015) · Pattern Recognition · doi:10.1016/j.patcog.2015.01.021 · Cited by 103 · see citing works
The multiscale competitive code via sparse representation for palmprint verification
Zuo, W., Lin, Z., Guo, Z., et al. (2010) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2010.5539909 · Cited by 103 · see citing works
Towards contactless palmprint authentication
Morales, A., Ferrer, M. A., & Kumar, A. (2011) · IET Computer Vision · doi:10.1049/iet-cvi.2010.0191 · Cited by 97 · see citing works
Combining Left and Right Palmprint Images for More Accurate Personal Identification
Xu, Y., Fei, L., & Zhang, D. D. (2015) · IEEE Transactions on Image Processing · doi:10.1109/tip.2014.2380171 · Cited by 93 · see citing works
Self-citationFace recognition with enhanced local directional patterns
Zhong, F., & Zhang, J. (2013) · Neurocomputing · doi:10.1016/j.neucom.2013.03.020 · Cited by 92 · see citing works
A Coarse to Fine Minutiae-Based Latent Palmprint Matching
Liu, E., Jain, A. K., & Tian, J. (2013) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2013.39 · Cited by 89 · see citing works
Novel image fusion scheme based on dependency measure for robust multispectral palmprint recognition
Ramachandra, R., & Busch, C. (2014) · Pattern Recognition · doi:10.1016/j.patcog.2013.12.011 · Cited by 88 · see citing works
A Fast and Accurate Palmprint Recognition System Based on Minutiae
Cappelli, R., Ferrara, M., & Maio, D. (2012) · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · doi:10.1109/tsmcb.2012.2183635 · Cited by 85 · see citing works
Detecting Wide Lines Using Isotropic Nonlinear Filtering
Liu, L., Zhang, D. D., & You, J. (2007) · IEEE Transactions on Image Processing · doi:10.1109/tip.2007.894288 · Cited by 79 · see citing works
Self-citationA 3D Feature Descriptor Recovered from a Single 2D Palmprint Image
Zheng, Q., Kumar, A., & Pan, G. (2016) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2015.2509968 · Cited by 79 · see citing works
Multi-spectral palmprint recognition based on oriented multiscale log-Gabor filters
Bounneche, M. D., Boubchir, L., Bouridane, A., Nekhoul, B., & Ali-Chérif, A. (2016) · Neurocomputing · doi:10.1016/j.neucom.2016.05.005 · Cited by 78 · see citing works
Zheng, Q., Kumar, A., & Pan, G. (2015) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2015.2503265 · Cited by 76 · see citing works
Efficient joint 2D and 3D palmprint matching with alignment refinement
Li, W., Zhang, L., Zhang, D. D., et al. (2010) · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · doi:10.1109/cvpr.2010.5540134 · Cited by 73 · see citing works
Self-citationContactless palmprint and knuckle biometrics for mobile devices
Choraś, M., & Kozik, R. (2011) · Pattern Analysis and Applications · doi:10.1007/s10044-011-0248-4 · Cited by 72 · see citing works
Palmprint Recognition Using Neighboring Direction Indicator
Fei, L., Zhang, B., Xu, Y., et al. (2016) · IEEE Transactions on Human-Machine Systems · doi:10.1109/thms.2016.2586474 · Cited by 72 · see citing works
Self-citationOn matching latent fingerprints
Jain, A. K., Feng, J., Nagar, A., & Nandakumar, K. (2008) · 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops · doi:10.1109/cvprw.2008.4563117 · Cited by 71 · see citing works
3D Palmprint Identification Using Block-Wise Features and Collaborative Representation
Zhang, L., Shen, Y., Li, H., et al. (2014) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2014.2372764 · Cited by 70 · see citing works
3-D Palmprint Recognition With Joint Line and Orientation Features
Li, W., Zhang, D. D., Zhang, L., et al. (2010) · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · doi:10.1109/tsmcc.2010.2055849 · Cited by 69 · see citing works
Self-citationZhang, L., & Li, H. (2012) · Image and Vision Computing · doi:10.1016/j.imavis.2012.09.003 · Cited by 63 · see citing works
Palmprint based recognition system using phase-difference information
Badrinath, G. S., & Gupta, P. (2010) · Future Generation Computer Systems · doi:10.1016/j.future.2010.11.029 · Cited by 62 · see citing works
Recognising persons by their iris patterns
Daugman, J. G. (2010) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.855479 · Cited by 62 · see citing works
Feature extraction method for palmprint considering elimination of creases
Funada, J., Ohta, N., Mizoguchi, M., et al. (2002) · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · doi:10.1109/icpr.1998.712091 · Cited by 59 · see citing works
Ordinal Feature Selection for Iris and Palmprint Recognition
Sun, Z., Wang, L., & Tan, T. (2014) · IEEE Transactions on Image Processing · doi:10.1109/tip.2014.2332396 · Cited by 55 · see citing works
Hierarchical Minutiae Matching for Fingerprint and Palmprint Identification
Chen, F., Huang, X., & Zhou, J. (2013) · IEEE Transactions on Image Processing · doi:10.1109/tip.2013.2280187 · Cited by 55 · see citing works
Fei, L., Xu, Y. D., Zhang, B., et al. (2016) · Neurocomputing · doi:10.1016/j.neucom.2016.08.048 · Cited by 55 · see citing works
Self-citationA Novel 3-D Palmprint Acquisition System
Li, W., Zhang, D. D., Lu, G., et al. (2011) · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · doi:10.1109/tsmca.2011.2164066 · Cited by 54 · see citing works
Self-citationFingerprint recognition using model-based density map
Wan, D., & Zhou, J. (2006) · IEEE Transactions on Image Processing · doi:10.1109/tip.2006.873442 · Cited by 53 · see citing works
Recognizing people by their iris patterns
Daugman, J. G. (1998) · Information Security Technical Report · doi:10.1016/s1363-4127(98)80016-2 · Cited by 51 · see citing works
Non-stationary feature fusion of face and palmprint multimodal biometrics
Ahmad, M. I., Woo, W. L., & Dlay, S. S. (2015) · Neurocomputing · doi:10.1016/j.neucom.2015.11.003 · Cited by 49 · see citing works
SIMULTANEOUS DETECTION OF LINES AND EDGES USING COMPOUND GABOR FILTERS
van Deemter, J. H., & du Buf, J. M. H. (2000) · International Journal of Pattern Recognition and Artificial Intelligence · doi:10.1142/s0218001400000465 · Cited by 44 · see citing works
Aykut, M., & Ekіncі, M. (2015) · Image and Vision Computing · doi:10.1016/j.imavis.2015.05.002 · Cited by 41 · see citing works
Aykut, M., & Ekіncі, M. (2013) · Pattern Recognition Letters · doi:10.1016/j.patrec.2013.02.016 · Cited by 40 · see citing works
A wavelet-based dominant feature extraction algorithm for palm-print recognition
Imtiaz, H., & Fattah, S. A. (2012) · Digital Signal Processing · doi:10.1016/j.dsp.2012.06.016 · Cited by 39 · see citing works
Hashing Based Fast Palmprint Identification for Large-Scale Databases
Yue, F., Li, B., Yu, M., & Wang, J. (2013) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2013.2253321 · Cited by 39 · see citing works
A performance evaluation of filter design and coding schemes for palmprint recognition
Yue, F., Zuo, W., Wang, K., et al. (2008) · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · doi:10.1109/icpr.2008.4761845 · Cited by 38 · see citing works
Palmprint Recognition Based on Deep Learning
Xin, Z. D. P., Gao, X., Xiaoling, L., et al. (2015) · doi:10.1049/cp.2015.0942 · Cited by 38 · see citing works
A unified distance measurement for orientation coding in palmprint verification
Guo, Z., Zuo, W., Zhang, L., et al. (2009) · Neurocomputing · doi:10.1016/j.neucom.2009.09.009 · Cited by 37 · see citing works
Palmprint Recognition Using Deep Scattering Convolutional NetworkPreprint
Minaee, S., & Wang, Y. (2016) · arXiv (Cornell University) · doi:10.48550/arxiv.1603.09027 · Cited by 36 · see citing works
Three Dimensional Palmprint Recognition using Structured Light Imaging
Zhang, D. D., Lu, G., Li, W., et al. (2008) · IEEE International Conference on Biometrics: Theory, Applications and Systems (BTAS) · doi:10.1109/btas.2008.4699346 · Cited by 35 · see citing works
Self-citationPyramid edge detection based on stack filter
Wu, P. S. Y., & Li, M. (1997) · Pattern Recognition Letters · doi:10.1016/s0167-8655(97)00013-5 · Cited by 34 · see citing works
Local multiple directional pattern of palmprint image
Fei, L., Wen, J., Zhang, Z., et al. (2016) · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition · doi:10.1109/icpr.2016.7900096 · Cited by 34 · see citing works
Self-citationThree dimensional palmprint recognition
Li, W., Zhang, L., & Zhang, D. D. (2009) · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics · doi:10.1109/icsmc.2009.5346053 · Cited by 33 · see citing works
Self-citationThree-dimensional ultrasound palmprint recognition using curvature methods
Iula, A., & Nardiello, D. (2016) · Journal of Electronic Imaging · doi:10.1117/1.jei.25.3.033009 · Cited by 31 · see citing works
Tiwari, K., Arya, D. K., Badrinath, G. S., et al. (2012) · Neurocomputing · doi:10.1016/j.neucom.2011.12.065 · Cited by 29 · see citing works
Palmprint verification with XOR-SUM Code
Tamrakar, D., & Khanna, P. (2013) · Signal Image and Video Processing · doi:10.1007/s11760-013-0475-9 · Cited by 28 · see citing works
M-band wavelets application to palmprint recognition based on texture features
Dai, Q., Bi, N., Huang, D., Zhang, D. D., & Li, F. (2005) · Proceedings - International Conference on Image Processing · doi:10.1109/icip.2004.1419443 · Cited by 28 · see citing works
Self-citationCross-correlation based binary image registration for 3D palmprint recognition
Liu, M., & Li, L. (2012) · International Conference on Signal Processing · doi:10.1109/icosp.2012.6491885 · Cited by 26 · see citing works
A palmprint based biometric authentication system using dual tree complex wavelet transform
Chakraborty, S., Bhattacharya, I., & Chatterjee, A. (2013) · Measurement · doi:10.1016/j.measurement.2013.08.006 · Cited by 26 · see citing works
On-line fast palmprint identification based on adaptive lifting wavelet scheme
Wang, X. H., Liang, J., & Wang, M. (2013) · Knowledge-Based Systems · doi:10.1016/j.knosys.2013.01.013 · Cited by 26 · see citing works
Palmprint matching using feature points and SVD factorisation
Nibouche, O., & Jiang, J. (2013) · Digital Signal Processing · doi:10.1016/j.dsp.2013.02.011 · Cited by 26 · see citing works
Deformed Palmprint Matching Based on Stable Regions
Wu, X., & Zhao, Q. (2015) · IEEE Transactions on Image Processing · doi:10.1109/tip.2015.2478386 · Cited by 25 · see citing works
Sift-based image alignment for contactless palmprint verification
Zhao, Q., Bu, W., & Wu, X. (2013) · International Conference on Biometrics · doi:10.1109/icb.2013.6612989 · Cited by 24 · see citing works
Efficient local representations for three-dimensional palmprint recognition
Yang, B., Wang, X., Yao, J., et al. (2013) · Journal of Electronic Imaging · doi:10.1117/1.jei.22.4.043040 · Cited by 21 · see citing works
Local Orientation Binary Pattern with Use for Palmprint Recognition
Fei, L., Xu, Y. D., Teng, S., et al. (2017) · Lecture notes in computer science · doi:10.1007/978-3-319-69923-3_23 · Cited by 20 · see citing works
Self-citationPrincipal line based ICP alignment for palmprint verification
Li, W., Zhang, L., Zhang, D. D., et al. (2009) · Proceedings - International Conference on Image Processing · doi:10.1109/icip.2009.5413459 · Cited by 15 · see citing works
Self-citationAccuracy Improvement in Palmprint Authentication System
Malik, J., Girdhar, D., Dahiya, R., et al. (2015) · International Journal of Image Graphics and Signal Processing · doi:10.5815/ijigsp.2015.04.06 · Cited by 14 · see citing works
A combination recognition method of palmprint and palm vein based on gray surface matching
Lin, S., & Tai, Y. (2015) · International Congress on Image and Signal Processing (CISP) · doi:10.1109/cisp.2015.7407943 · Cited by 13 · see citing works
Performance Improvement of Phase-Based Correspondence Matching for Palmprint Recognition
Roux, V., Aoyama, S., Ito, K., et al. (2014) · IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · doi:10.1109/cvprw.2014.16 · Cited by 11 · see citing works
Point based features for contact-less palmprint images
Parihar, A. S., Kumar, A., Verma, O. P., et al. (2013) · IEEE International Conference on Technologies for Homeland Security · doi:10.1109/ths.2013.6698994 · Cited by 11 · see citing works
Coding 3D Gabor Features for Hyperspectral Palmprint Recognition
Shen, L., Wu, W., Jia, S., et al. (2014) · doi:10.1109/icmb.2014.36 · Cited by 9 · see citing works
Palm‐Print Pattern Matching Based on Features Using Rabin‐Karp for Person Identification
Kanchana, S., & Balakrishnan, G. (2015) · The Scientific World JOURNAL · doi:10.1155/2015/382697 · Cited by 6 · see citing works
A Survey of Palmprint Feature Extraction Algorithms
Xinrong, P., Tian, Y., & Jiaqiang, W. (2013) · International Conference on Intelligent Systems Design and Engineering Applications · doi:10.1109/isdea.2013.420 · Cited by 6 · see citing works
A Novel Gaussian Measure Curvelet Based Feature Segmentation and Extraction for Palmprint Images
Kanchana, S., & Balakrishnan, G. (2015) · Indian Journal of Science and Technology · doi:10.17485/ijst/2015/v8i15/64965 · Cited by 4 · see citing works
Combining Enhanced Competitive Code with Compacted ST for 3D Palmprint Recognition
Fei, L., Teng, S., Wu, J., et al. (2017) · IAPR Asian Conference on Pattern Recognition (ACPR) · doi:10.1109/acpr.2017.62 · Cited by 3 · see citing works
Self-citation
Flagged first, then by citations
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Sorted by citations
Zhang, J., & Tao, D. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2020.3039359 · Cited by 774 · see citing works
- Authors
- Fei, L., Lu, G., Jia, W., Teng, S., & Zhang, D.
- Affiliations
- Guangdong University of Technology (CN)
- Harbin Institute of Technology (CN)
- Hefei University of Technology (CN)
- Hong Kong Polytechnic University (HK)
- Venue
- IEEE Transactions on Systems, Man, and Cybernetics: Systems
- Published
- 2019-02
- Volume
- 49
- Issue
- 2
- Pages
- 346-363
- ISSN
- 2168-2216 (ISSN-L)
- 2168-2232
- OpenAlex
- W2789377834
- Cited by
- 228
- References
- 116
- Citations by year
- 2026: 16 · 2025: 17 · 2024: 20 · 2023: 30 · 2022: 27 · 2021: 32 · 2020: 35 · 2019: 38 · 2018: 13
- FWCI
- 21.12
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Transactions on Systems Man and Cybernetics Systems (publishedVersion)
- Funders
- National Natural Science Foundation of China (61702110, 61673175)
- Guangzhou Science and Technology Program (201604046017, 201604030034)
- Topics
- Physical Sciences › Computer Science › Signal Processing › Biometric Identification and Security
- Physical Sciences › Engineering › Biomedical Engineering › Gait Recognition and Analysis
- Physical Sciences › Computer Science › Information Systems › User Authentication and Security Systems
- Keywords
- palmprint recognition, feature extraction, ridge patterns, minutiae, feature matching, biometric identification
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
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