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Localized Iris Image Quality Using 2-D Wavelets

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-540-30548-4_4openalex-snapshot
Recognising Persons by Their Iris Patterns
inferredcites →https://doi.org/10.1007/b138151openalex-snapshot
Biometric Systems Technology Design And Performance Evaluation
inferredcites →https://doi.org/10.1023/a:1012365806338openalex-snapshot
Statistical Richness of Visual Phase Information: Update on Recognizing Persons by Iris Patterns
inferredcites →https://doi.org/10.1109/5.628669openalex-snapshot
Iris recognition: an emerging biometric technology
inferredcites →https://doi.org/10.1109/icpr.2004.1333907openalex-snapshot
Iris recognition using collarette boundary localization
inferredcites →https://doi.org/10.1109/tpami.2003.1251145openalex-snapshot
Personal identification based on iris texture analysis
inferredcites →https://doi.org/10.1111/1467-8721.ep11509742openalex-snapshot
Breaking the Visual Stimulus Into Parts
inferredcites →https://doi.org/10.1117/12.541921openalex-snapshot
A fast and robust iris localization method based on texture segmentation

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-0-387-71041-9_17openalex-snapshot
Incorporating Ancillary Information in Multibiometric Systems
inferred← citeshttps://doi.org/10.1007/978-0-387-73003-5_166openalex-snapshot
Iris Image Quality
inferred← citeshttps://doi.org/10.1007/978-1-4419-5906-5_883openalex-snapshot
Biometric Sample Quality
inferred← citeshttps://doi.org/10.1007/978-1-4471-4402-1_10openalex-snapshot
Robust and Secure Iris Recognition
inferred← citeshttps://doi.org/10.1007/978-1-4471-4402-1_4openalex-snapshot
Iris Quality Metrics for Adaptive Authentication
inferred← citeshttps://doi.org/10.1007/978-1-4471-6784-6_11openalex-snapshot
Robust and Secure Iris Recognition
inferred← citeshttps://doi.org/10.1007/978-1-4471-6784-6_5openalex-snapshot
Iris Quality Metrics for Adaptive Authentication
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_1openalex-snapshot
The Human Iris as a Biometric Identifier
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_10openalex-snapshot
Experiments on Biometric Comparators
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_11openalex-snapshot
Iris Biometric Cryptosystems
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_12openalex-snapshot
Cancelable Iris Biometrics
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_13openalex-snapshot
Potential Attacks
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_14openalex-snapshot
Experiments on Iris Biometric Template Protection
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_15openalex-snapshot
Advances, Applications, and Challenges
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_16openalex-snapshot
Watermarking
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_2openalex-snapshot
Iris Biometric Processing
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_3openalex-snapshot
State-of-the-Art in Iris Biometrics
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_4openalex-snapshot
Eye Detection
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_5openalex-snapshot
Iris Segmentation Methodologies
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_6openalex-snapshot
Multi-stage Real-Time Iris Preprocessing
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_7openalex-snapshot
Experiments on Iris Image Processing
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_8openalex-snapshot
Image Compression Impact on Iris Recognition
inferred← citeshttps://doi.org/10.1007/978-1-4614-5571-4_9openalex-snapshot
Advanced Comparison Techniques for Challenging Iris Images
inferred← citeshttps://doi.org/10.1007/978-1-84628-921-7_8openalex-snapshot
Ocular Biometrics: Simultaneous Capture and Analysis of the Retina and Iris
inferred← citeshttps://doi.org/10.1007/978-1-84882-385-3_11openalex-snapshot
Multibiometric Systems: Overview, Case Studies, and Open Issues
inferred← citeshttps://doi.org/10.1007/978-3-031-61675-4_5openalex-snapshot
Iris Recognition
inferred← citeshttps://doi.org/10.1007/978-3-319-05476-6_58openalex-snapshot
Iris Image Quality Assessment Based on Quality Parameters
inferred← citeshttps://doi.org/10.1007/978-3-319-06767-4_1openalex-snapshot
Introduction
inferred← citeshttps://doi.org/10.1007/978-3-319-06767-4_2openalex-snapshot
Features Based on Triplet Half-Band Wavelet Filter-Banks
inferred← citeshttps://doi.org/10.1007/978-3-319-06767-4_5openalex-snapshot
Ordinal Measures Based on Directional Ordinal Wavelet Filters
inferred← citeshttps://doi.org/10.1007/978-3-319-12484-1_33openalex-snapshot
A Brief Survey on Recent Progress in Iris Recognition
inferred← citeshttps://doi.org/10.1007/978-3-319-19264-2_16openalex-snapshot
A Comparative Study of Robust Segmentation Algorithms for Iris Verification System of High Reliability
inferred← citeshttps://doi.org/10.1007/978-3-319-33410-3_2openalex-snapshot
Palmprint Image Quality Measurement Algorithm
inferred← citeshttps://doi.org/10.1007/978-3-540-69812-8_89openalex-snapshot
Optimal Features Subset Selection Using Genetic Algorithms for Iris Recognition
inferred← citeshttps://doi.org/10.1007/978-3-540-74260-9_76openalex-snapshot
Iris Recognition Based on Zigzag Collarette Region and Asymmetrical Support Vector Machines
inferred← citeshttps://doi.org/10.1007/978-3-540-74549-5_26openalex-snapshot
Standardization of Face Image Sample Quality
inferred← citeshttps://doi.org/10.1007/978-3-540-75398-8_16openalex-snapshot
SVM Based Adaptive Biometric Image Enhancement Using Quality Assessment
inferred← citeshttps://doi.org/10.1007/978-3-540-88458-3_96openalex-snapshot
Reliable Eyelid Localization for Iris Recognition
inferred← citeshttps://doi.org/10.1007/978-3-642-04697-1_67openalex-snapshot
Person’s Recognition Using Palmprint Based on 2D Gabor Filter Response
inferred← citeshttps://doi.org/10.1007/978-3-642-10520-3_47openalex-snapshot
Asymmetry-Based Quality Assessment of Face Images
inferred← citeshttps://doi.org/10.1007/978-3-642-15992-3_14openalex-snapshot
Measurement of Defocus Level in Iris Images Using Different Convolution Kernel Methods
inferred← citeshttps://doi.org/10.1007/978-3-642-25085-9_9openalex-snapshot
Local Quality Method for the Iris Image Pattern
inferred← citeshttps://doi.org/10.1007/978-3-642-25330-0_44openalex-snapshot
Iris Image Evaluation for Non-cooperative Biometric Iris Recognition System
inferred← citeshttps://doi.org/10.1007/978-3-642-39479-9_53openalex-snapshot
Iris Classification Based on Its Quality
inferred← citeshttps://doi.org/10.1007/978-3-642-40925-7_8openalex-snapshot
The Impact of Temporal Proximity between Samples on Eye Movement Biometric Identification
inferred← citeshttps://doi.org/10.1007/978-981-16-1086-8_2openalex-snapshot
Dynamic Multimodal Biometric System
inferred← citeshttps://doi.org/10.1007/978-981-19-2004-2_21openalex-snapshot
Reliable Biometric Authentication with Privacy Protection
inferred← citeshttps://doi.org/10.1007/978-981-33-4929-2_15openalex-snapshot
Blurring Detection Based on Selective Features for Iris Recognition
inferred← citeshttps://doi.org/10.1007/s10044-013-0334-xopenalex-snapshot
A new approach to the design of hybrid finer directional wavelet filter bank for iris feature extraction and classification using k-out-of-n:A post-classifier
inferred← citeshttps://doi.org/10.1007/s11042-024-19867-5openalex-snapshot
A quality-based context-switching framework for palmprint recognition
inferred← citeshttps://doi.org/10.1016/j.compeleceng.2015.12.017openalex-snapshot
Iris recognition using class-specific dictionaries
inferred← citeshttps://doi.org/10.1016/j.cviu.2007.08.005openalex-snapshot
Image understanding for iris biometrics: A survey
inferred← citeshttps://doi.org/10.1016/j.optlaseng.2008.07.004openalex-snapshot
Region-based SIFT approach to iris recognition
inferred← citeshttps://doi.org/10.1016/j.patcog.2009.08.016openalex-snapshot
Comparison and combination of iris matchers for reliable personal authentication
inferred← citeshttps://doi.org/10.1016/j.patcog.2009.09.011openalex-snapshot
A multimodal biometric test bed for quality-dependent, cost-sensitive and client-specific score-level fusion algorithms
inferred← citeshttps://doi.org/10.1016/j.patcog.2017.05.021openalex-snapshot
Long range iris recognition: A survey
inferred← citeshttps://doi.org/10.1016/j.patrec.2008.05.001openalex-snapshot
A study on eyelid localization considering image focus for iris recognition
inferred← citeshttps://doi.org/10.1016/j.patrec.2015.02.012openalex-snapshot
Unsupervised detection of non-iris occlusions
inferred← citeshttps://doi.org/10.1016/j.procs.2020.06.118openalex-snapshot
An End to End Deep Neural Network for Iris Recognition
inferred← citeshttps://doi.org/10.1016/j.sigpro.2009.10.001openalex-snapshot
Feature correlation evaluation approach for iris feature quality measure
inferred← citeshttps://doi.org/10.1109/ams.2010.74openalex-snapshot
Trends in Iris Recognition Algorithms
inferred← citeshttps://doi.org/10.1109/bcc.2006.4341617openalex-snapshot
Quality Assessment of Facial Images
inferred← citeshttps://doi.org/10.1109/btas.2008.4699329openalex-snapshot
On the Effects of Time Variability in Iris Recognition
inferred← citeshttps://doi.org/10.1109/btas.2008.4699334openalex-snapshot
Multibiometrics for Identity Authentication: Issues, Benefits and Challenges
inferred← citeshttps://doi.org/10.1109/btas.2008.4699358openalex-snapshot
An Automatic Algorithm for Evaluating the Precision of Iris Segmentation
inferred← citeshttps://doi.org/10.1109/btas.2009.5339054openalex-snapshot
Impact of combining quality measures on biometric sample matching
inferred← citeshttps://doi.org/10.1109/btas.2009.5339062openalex-snapshot
An automated method for predicting iris segmentation failures
inferred← citeshttps://doi.org/10.1109/btas.2013.6712696openalex-snapshot
Quality-dependent view transformation model for cross-view gait recognition
inferred← citeshttps://doi.org/10.1109/btas.2013.6712729openalex-snapshot
Non-iris occlusions detection
inferred← citeshttps://doi.org/10.1109/btas.2014.6996298openalex-snapshot
Learning to predict match scores for iris image quality assessment
inferred← citeshttps://doi.org/10.1109/ccpr.2009.5344030openalex-snapshot
A Design of Iris Recognition System at a Distance
inferred← citeshttps://doi.org/10.1109/ccst.2011.6095949openalex-snapshot
Predicting iris vulnerability to direct attacks based on quality related features
inferred← citeshttps://doi.org/10.1109/cib.2009.4925679openalex-snapshot
Transforming traditional iris recognition systems to work on non-ideal situations
inferred← citeshttps://doi.org/10.1109/cihsps.2006.313298openalex-snapshot
Iris Recognition: Measuring Feature's Quality for the Feature Selection in Unconstrained Image Capture Environments
inferred← citeshttps://doi.org/10.1109/cisp.2011.6100514openalex-snapshot
Eyelid and eyelash segmentation based on wavelet transform for iris recognition
inferred← citeshttps://doi.org/10.1109/csci.2016.0152openalex-snapshot
Evaluation of the Reliability of Iris Recognition Biometric Authentication Systems
inferred← citeshttps://doi.org/10.1109/cvpr.2007.383389openalex-snapshot
Improving Iris Identification using User Quality and Cohort Information
inferred← citeshttps://doi.org/10.1109/cvprw.2006.74openalex-snapshot
Estimating Sample Size Requirements for Reliable Personal Authentication Using User-Specific Samples
inferred← citeshttps://doi.org/10.1109/cvprw.2008.4563109openalex-snapshot
A new approach for iris segmentation
inferred← citeshttps://doi.org/10.1109/cvprw.2009.5204310openalex-snapshot
Global and local quality measures for NIR iris video
inferred← citeshttps://doi.org/10.1109/eurcon.2007.4400309openalex-snapshot
Quality Measurements for Iris Images in Biometrics
inferred← citeshttps://doi.org/10.1109/icarcv.2008.4795680openalex-snapshot
Incorporating user quality for performance improvement in hand identification
inferred← citeshttps://doi.org/10.1109/icarcv.2008.4795685openalex-snapshot
A family of methods for quality-based multimodal biometric fusion using generative classifiers
inferred← citeshttps://doi.org/10.1109/icarcv.2010.5707955openalex-snapshot
Sparse representations and Random Projections for robust and cancelable biometrics
inferred← citeshttps://doi.org/10.1109/icarcv.2010.5707959openalex-snapshot
A comprehensive sciera image quality measure
inferred← citeshttps://doi.org/10.1109/icassp.2010.5495383openalex-snapshot
Sectored Random Projections for Cancelable Iris Biometrics
inferred← citeshttps://doi.org/10.1109/icb.2012.6199819openalex-snapshot
Iris liveness detection based on quality related features
inferred← citeshttps://doi.org/10.1109/icbake.2013.18openalex-snapshot
Reliable Iris Detection by Boundary Search Using Haar-Like Features
inferred← citeshttps://doi.org/10.1109/icccis56430.2022.10037643openalex-snapshot
A Review on Iris Recognition System using Machine and Deep Learning
inferred← citeshttps://doi.org/10.1109/iciap.2007.4362749openalex-snapshot
Collarette Area Localization and Asymmetrical Support Vector Machines for Efficient Iris Recognition
inferred← citeshttps://doi.org/10.1109/icicct.2017.7975236openalex-snapshot
Face detection on distorted images by using quality HOG features
inferred← citeshttps://doi.org/10.1109/icip.2009.5413452openalex-snapshot
Quality-based dynamic threshold for iris matching
inferred← citeshttps://doi.org/10.1109/icip.2017.8296939openalex-snapshot
Can no-reference image quality metrics assess visible wavelength iris sample quality?
inferred← citeshttps://doi.org/10.1109/icpr.2006.100openalex-snapshot
A Method for the Identification of Noisy Regions in Normalized Iris Images
inferred← citeshttps://doi.org/10.1109/icpr.2006.951openalex-snapshot
Quality-based Score Level Fusion in Multibiometric Systems
inferred← citeshttps://doi.org/10.1109/icpr.2008.4761866openalex-snapshot
A hierarchical model for the evaluation of biometric sample quality
inferred← citeshttps://doi.org/10.1109/icsmc.2007.4413633openalex-snapshot
Application of Multi-objective Genetic Algorithm and asymmetrical Support Vector Machine to improve the reliability of an iris recognition system
inferred← citeshttps://doi.org/10.1109/icsmc.2007.4413751openalex-snapshot
Feature information based quality measure for iris recognition
inferred← citeshttps://doi.org/10.1109/ispa.2009.5297683openalex-snapshot
Iris identification based on a local analysis of the iris texture
inferred← citeshttps://doi.org/10.1109/ispa.2009.5297689openalex-snapshot
Image quality assessment and performance evaluation for multimodal biometric recognition using face and iris
inferred← citeshttps://doi.org/10.1109/itsim.2008.4631656openalex-snapshot
A review of iris recognition algorithms
inferred← citeshttps://doi.org/10.1109/jproc.2013.2257632openalex-snapshot
Automatic Prediction of Perceptual Image and Video Quality
inferred← citeshttps://doi.org/10.1109/sitis.2014.48openalex-snapshot
Accurate Detection of Non-Iris Occlusions
inferred← citeshttps://doi.org/10.1109/tcyb.2015.2452577openalex-snapshot
View Transformation Model Incorporating Quality Measures for Cross-View Gait Recognition
inferred← citeshttps://doi.org/10.1109/tie.2009.2024653openalex-snapshot
Transforming Traditional Iris Recognition Systems to Work in Nonideal Situations
inferred← citeshttps://doi.org/10.1109/tifs.2008.924606openalex-snapshot
A Selective Feature Information Approach for Iris Image-Quality Measure
inferred← citeshttps://doi.org/10.1109/tifs.2009.2034885openalex-snapshot
Benchmarking Quality-Dependent and Cost-Sensitive Score-Level Multimodal Biometric Fusion Algorithms
inferred← citeshttps://doi.org/10.1109/tifs.2010.2086446openalex-snapshot
Quality Assessment of Degraded Iris Images Acquired in the Visible Wavelength
inferred← citeshttps://doi.org/10.1109/tifs.2011.2166069openalex-snapshot
Half-Iris Feature Extraction and Recognition Using a New Class of Biorthogonal Triplet Half-Band Filter Bank and Flexible k-out-of-n:A Postclassifier
inferred← citeshttps://doi.org/10.1109/tifs.2013.2259157openalex-snapshot
Adaptive Quality-Based Performance Prediction and Boosting for Iris Authentication: Methodology and Its Illustration
inferred← citeshttps://doi.org/10.1109/tifs.2014.2360579openalex-snapshot
Face Detection on Distorted Images Augmented by Perceptual Quality-Aware Features
inferred← citeshttps://doi.org/10.1109/tim.2009.2028773openalex-snapshot
Improving Biometric Authentication Performance From the User Quality
inferred← citeshttps://doi.org/10.1109/tim.2009.2030866openalex-snapshot
Adaptive Reflection Detection and Location in Iris Biometric Images by Using Computational Intelligence Techniques
inferred← citeshttps://doi.org/10.1109/tpami.2010.227openalex-snapshot
Iris Matching Based on Personalized Weight Map
inferred← citeshttps://doi.org/10.1109/tpami.2011.102openalex-snapshot
A Unified Framework for Biometric Expert Fusion Incorporating Quality Measures
inferred← citeshttps://doi.org/10.1109/tpami.2011.34openalex-snapshot
Secure and Robust Iris Recognition Using Random Projections and Sparse Representations
inferred← citeshttps://doi.org/10.1109/tpami.2018.2868350openalex-snapshot
Representation Learning by Rotating Your Faces
inferred← citeshttps://doi.org/10.1109/tsmca.2010.2041658openalex-snapshot
Estimating and Fusing Quality Factors for Iris Biometric Images
inferred← citeshttps://doi.org/10.1109/tsmca.2010.2047498openalex-snapshot
Quality-Based Conditional Processing in Multi-Biometrics: Application to Sensor Interoperability
inferred← citeshttps://doi.org/10.1109/tsmcb.2008.2009770openalex-snapshot
A New Phase-Correlation-Based Iris Matching for Degraded Images
inferred← citeshttps://doi.org/10.1109/tsmcb.2009.2015426openalex-snapshot
On a Methodology for Robust Segmentation of Nonideal Iris Images
inferred← citeshttps://doi.org/10.1109/tsmcb.2010.2045371openalex-snapshot
Video-Based Noncooperative Iris Image Segmentation
inferred← citeshttps://doi.org/10.1109/wccit.2013.6618736openalex-snapshot
A fast and accurate eyelids and eyelashes detection approach for iris segmentation
inferred← citeshttps://doi.org/10.1117/1.2802367openalex-snapshot
Multispectral iris authentication system against counterfeit attack using gradient-based image fusion
inferred← citeshttps://doi.org/10.1117/1.3378026openalex-snapshot
Quantitative evaluation of depth of capture volume extension by constrained least-square-based image restoration
inferred← citeshttps://doi.org/10.1117/1.3478885openalex-snapshot
New algorithm for iris recognition based on video sequences
inferred← citeshttps://doi.org/10.1117/1.3549886openalex-snapshot
Improving identification accuracy on low resolution and poor quality iris images using an artificial neural network-based matching metric
inferred← citeshttps://doi.org/10.1117/12.2037343openalex-snapshot
Face detection on distorted images using perceptual quality-aware features
inferred← citeshttps://doi.org/10.1117/12.666448openalex-snapshot
Image quality assessment for iris biometric
inferred← citeshttps://doi.org/10.1145/2933241openalex-snapshot
Biometric Recognition in Automated Border Control
inferred← citeshttps://doi.org/10.1155/2010/415307openalex-snapshot
A Robust Iris Identification System Based on Wavelet Packet Decomposition and Local Comparisons of the Extracted Signatures
inferred← citeshttps://doi.org/10.1155/2010/764838openalex-snapshot
Comparing an FPGA to a Cell for an Image Processing Application
inferred← citeshttps://doi.org/10.1155/2010/936512openalex-snapshot
Scale Invariant Gabor Descriptor-Based Noncooperative Iris Recognition
inferred← citeshttps://doi.org/10.1155/2014/670934openalex-snapshot
Novel Approaches to Improve Iris Recognition System Performance Based on Local Quality Evaluation and Feature Fusion
inferred← citeshttps://doi.org/10.1179/136821909x12581187860059openalex-snapshot
A novel approach to image quality assessment in iris recognition systems
inferred← citeshttps://doi.org/10.1186/1687-5281-2014-34openalex-snapshot
Biometric quality: a review of fingerprint, iris, and face
inferred← citeshttps://doi.org/10.1186/s13640-015-0055-8openalex-snapshot
Quality assessment of image-based biometric information
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A Review on Biometric Recognition
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Multimodal biometrics: state of the art in fusion techniques
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Speed-up multi-stage non-cooperative iris recognition
inferred← citeshttps://doi.org/10.1587/transinf.e95.d.1698openalex-snapshot
Iris Image Blur Detection with Multiple Kernel Learning
inferred← citeshttps://doi.org/10.18178/ijmlc.2020.10.3.961openalex-snapshot
Iris Biometrics for Secure Authentication
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Segmentation and Edge Detection Based on Modified ant Colony Optimization for Iris Image Processing
inferred← citeshttps://doi.org/10.3233/aic-230121openalex-snapshot
An adaptive threshold based gait authentication by incorporating quality measures
inferred← citeshttps://doi.org/10.3390/buildings12111967openalex-snapshot
The Application of Two-Dimensional Continuous Wavelet Transform Based on Active Infrared Thermography for Subsurface Defect Detection in Concrete Structures
inferred← citeshttps://doi.org/10.33915/etd.3485openalex-snapshot
Iris Recognition: Robust Processing, Synthesis, Performance Evaluation and Applications
inferred← citeshttps://doi.org/10.33915/etd.4872openalex-snapshot
Improving Iris Recognition through Quality and Interoperability Metrics
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Fusão biométrica com lógica nebulosa
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MULTI-PATCHES IRIS BASED PERSON AUTHENTICATION SYSTEM USING PARTICLE SWARM OPTIMIZATION AND FUZZY C-MEANS CLUSTERING
inferred← citeshttps://doi.org/10.51983/ajes-2019.8.1.2336openalex-snapshot
An Extensive Study of Issues, Challenges and Achievements in Iris Recognition
inferred← citeshttps://doi.org/10.5772/19320openalex-snapshot
Improving Iris Recognition Performance Using Quality Measures
inferred← citeshttps://doi.org/10.5772/52084openalex-snapshot
Evaluation of Biometric Systems
inferred← citeshttps://doi.org/10.5772/8952openalex-snapshot
Wavelet–Based Face Recognition Schemes
inferred← citeshttps://doi.org/10.70675/699b78ddzfd02z4c79zb151z8fa2ec7a21d8openalex-snapshot
Fusion techniques for iris recognition in degraded sequences
inferred← citeshttps://doi.org/10.70675/83228488z4451z4903z890czcfd5ad3cb6daopenalex-snapshot
Adapting iris feature extraction and matching to the local and global quality of iris image
inferred← citeshttps://doi.org/10.70675/e4eba9ccz364dz4e63z9714zff4409cb860copenalex-snapshot
Multi-modality quality assessment for unconstrained biometric samples
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