Image Representation Using 2D Gabor Wavelets
IEEE Transactions on Pattern Analysis and Machine Intelligence
What Size Test Set Gives Good Error Rate Estimates?
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nonlinear component analysis as a kernel eigenvalue problem
Neural Computation
The NIST speaker recognition evaluation - overview methodology, systems, results, perspective
Speech Communication - Speaker recognition and its commercial and forensic applications
The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Multilinear Singular Value Decomposition
SIAM Journal on Matrix Analysis and Applications
Unsupervised Learning of Finite Mixture Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
FVC2000: Fingerprint Verification Competition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition Using Line Edge Map
IEEE Transactions on Pattern Analysis and Machine Intelligence
High Confidence Visual Recognition of Persons by a Test of Statistical Independence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern Recognition Letters - In memory of Professor E.S. Gelsema
Palmprint recognition using eigenpalms features
Pattern Recognition Letters
Fuzzy Directional Element Energy Feature (FDEEF) Based Palmprint Identification
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
FVC2002: Second Fingerprint Verification Competition
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 3 - Volume 3
Online Palmprint Identification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fisherpalms based palmprint recognition
Pattern Recognition Letters
Two-Dimensional PCA: A New Approach to Appearance-Based Face Representation and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
Competitive Coding Scheme for Palmprint Verification
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
Palmprint Recognition Using Directional Line Energy Feature
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
A New Method in Locating and Segmenting Palmprint into Region-of-Interest
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
The HumanID Gait Challenge Problem: Data Sets, Performance, and Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Large-Scale Evaluation of Multimodal Biometric Authentication Using State-of-the-Art Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Novel Approach of Palm-Line Extraction
ICIG '04 Proceedings of the Third International Conference on Image and Graphics
Ordinal Palmprint Represention for Personal Identification
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Palmprint Identification Algorithm Using Hu Invariant Moments and Otsu Binarization
Proceedings of the Fourth Annual ACIS International Conference on Computer and Information Science
A Biometric Identification System Based on Eigenpalm and Eigenfinger Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
Performance Evaluation of Fingerprint Verification Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
An assembled matrix distance metric for 2DPCA-based image recognition
Pattern Recognition Letters
Fusion of phase and orientation information for palmprint authentication
Pattern Analysis & Applications
Palmprint Identification using Boosting Local Binary Pattern
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
Does EigenPalm work? A System and Evaluation Perspective
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 04
Kernel Fisher Discriminant Analysis for Palmprint Recognition
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 04
Hierarchical Identification of Palmprint using Line-based Hough Transform
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 04
Validating a Biometric Authentication System: Sample Size Requirements
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Description with Local Binary Patterns: Application to Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pores and Ridges: High-Resolution Fingerprint Matching Using Level 3 Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
Biometric Image Discrimination Technologies (Computational Intelligence and Its Applications Series) (Computational Intelligence and Its Applications Series)
An analysis of BioHashing and its variants
Pattern Recognition
Palmprint identification using feature-level fusion
Pattern Recognition
Pattern recognition with SVM and dual-tree complex wavelets
Image and Vision Computing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Palmprint Verification for Controlling Access to Shared Computing Resources
IEEE Pervasive Computing
Palmprint verification based on principal lines
Pattern Recognition
Three measures for secure palmprint identification
Pattern Recognition
Handbook of Biometrics
Likelihood Ratio-Based Biometric Score Fusion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Palmprint verification based on robust line orientation code
Pattern Recognition
Cancellable biometrics and annotations on BioHash
Pattern Recognition
Palmprint identification based on generalization of iriscode
Palmprint identification based on generalization of iriscode
Robust Face Recognition via Sparse Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Palmprint verification using binary orientation co-occurrence vector
Pattern Recognition Letters
Robust palmprint verification using 2D and 3D features
Pattern Recognition
Palmprint recognition using 3-D information
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Palmprint authentication using a symbolic representation of images
Image and Vision Computing
An automated palmprint recognition system
Image and Vision Computing
PalmHashing: a novel approach for cancelable biometrics
Information Processing Letters
Rapid and brief communications: A Fourier-LDA approach for image recognition
Pattern Recognition
Personal authentication using multiple palmprint representation
Pattern Recognition
Score normalization in multimodal biometric systems
Pattern Recognition
Personal verification using palmprint and hand geometry biometric
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Comparative studies on multispectral palm image fusion for biometrics
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Palmprint recognition based on translation invariant Zernike moments and modular neural network
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
Palmprint authentication based on orientation code matching
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Verification of biometric palmprint patterns using optimal trade-off filter classifiers
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Computational Intelligence-Based Biometric Technologies
IEEE Computational Intelligence Magazine
Palmprint Classification Using Multiple Advanced Correlation Filters and Palm-Specific Segmentation
IEEE Transactions on Information Forensics and Security - Part 2
Texture-based palmprint retrieval using a layered search scheme for personal identification
IEEE Transactions on Multimedia
Characterization of palmprints by wavelet signatures via directional context modeling
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A face and palmprint recognition approach based on discriminant DCT feature extraction
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Bidirectional PCA with assembled matrix distance metric for image recognition
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Analysis of Brute-Force Break-Ins of a Palmprint Authentication System
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Palm line extraction and matching for personal authentication
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Image quality assessment: from error visibility to structural similarity
IEEE Transactions on Image Processing
Personal recognition using hand shape and texture
IEEE Transactions on Image Processing
Detecting Wide Lines Using Isotropic Nonlinear Filtering
IEEE Transactions on Image Processing
An introduction to biometric recognition
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Circuits and Systems for Video Technology
Fusion of face and speech data for person identity verification
IEEE Transactions on Neural Networks
Palmprint recognition based on directional features and graph matching
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Phase congruency induced local features for finger-knuckle-print recognition
Pattern Recognition
A finger-knuckle-print recognition algorithm using phase-based local block matching
Information Sciences: an International Journal
Consistency analysis on orientation features for fast and accurate palmprint identification
Information Sciences: an International Journal
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Palmprint images contain rich unique features for reliable human identification, which makes it a very competitive topic in biometric research. A great many different low resolution palmprint recognition algorithms have been developed, which can be roughly grouped into three categories: holistic-based, feature-based, and hybrid methods. The purpose of this article is to provide an updated survey of palmprint recognition methods, and present a comparative study to evaluate the performance of the state-of-the-art palmprint recognition methods. Using the Hong Kong Polytechnic University (HKPU) palmprint database (version 2), we compare the recognition performance of a number of holistic-based (Fisherpalms and DCT+LDA) and local feature-based (competitive code, ordinal code, robust line orientation code, derivative of Gaussian code, and wide line detector) methods, and then investigate the error correlation and score-level fusion performance of different algorithms. After discussing the achievements and limitations of current palmprint recognition algorithms, we conclude with providing several potential research directions for the future.