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Advanced Methods and Applications for Fingervein Recognition

Advanced Methods and Applications for Fingervein Recognition

Andreas Uhl (ORCID: 0000-0002-5921-8755)
  • Grant DOI 10.55776/P32201
  • Funding program Principal Investigator Projects
  • Status ended
  • Start September 1, 2019
  • End August 31, 2022
  • Funding amount € 401,116
  • Project website

Matching Funds - Salzburg

Disciplines

Electrical Engineering, Electronics, Information Engineering (30%); Computer Sciences (70%)

Keywords

    Authentication, Biometrics, Forensics, Fingervein Recognition, Fingervein Sensor

Abstract Final report

Fingervein recognition systems have been commercially deployed in several areas, in particular for financial services, as this biometric modality offers important advantages: Capturing is not sensitive to skin conditions and acquisition cannot be done without consent of the user. However, for these systems, not much is known about their claimed robustness towards varying acquisition conditions and the actual vessels recorded, in particular for transillumination-based systems. Also, an advantage often raised, i.e. the possibility of building contactless sensors, is not reflected by todays sensor designs. This project aims to develop a set of second generation sensors with corresponding biometrric recognition software to improve over todays systems. In particular, we will develop (i) two variants of contact-less sensors allowing to acquire five fingers concurrently and (ii) two variants of sensors allowing to capture fingervein related imagery in 3-D. With the latter data, we will develop techniques for reconstructing 3-D vessel structures and will develop corresponding techniques for feature extraction and template comparisons. The availability of 3-D sensing also changes the game in presentation attacks, aka sensor spoofing, as current techniques for conducting presentation attacks against these systems rely on 2-D printout vessel structures. We will (i) show that 3-D sensing cannot be fooled using this type of artifacts and (ii) develop 3-D presentation attack artifacts to test if these can be used to fool the developed 3-D sensors. Finally, we will establish presentation attack detection techniques based on detecting blood flow in NIR-imagery (as opposed to using global motion as done in current techniques), which will also be able to detect the developed 3-D artifacts. The project will also investigate if fingervein recognition can be used in a forensic post-mortem victim identification scenario. For this purpose, the devloped sensors will be used to acquire post-mortem imagery from corpses in increasing time-steps after death to investigate the feasibility of this approach. Besides using biometric sensors, classical medical image acquisition will be used as a baseline (i.e. magnetic resonance angiography MRA) and techniques will be developed to conduct biometric comparisons among the different sensor types.

Fingervein recognition systems have been commercially deployed in several areas, in particular for financial services, as this biometric modality offers important advantages: Capturing is not sensitive to skin conditions and acquisition cannot be done without consent of the user. However, for these systems, not much is known about their claimed robustness towards varying acquisition conditions and the actual vessels recorded, in particular for transillumination-based systems. Also, an advantage often raised, i.e. the possibility of building contactless sensors, is not reflected by todays' sensor designs. This project aims to develop a set of second generation sensors with corresponding biometrric recognition software to improve over todays' systems. In particular, we will develop (i) two variants of contact-less sensors allowing to acquire five fingers concurrently and (ii) two variants of sensors allowing to capture fingervein related imagery in 3-D. With the latter data, we will develop techniques for rotation-invariant recognition and will develop corresponding techniques for feature extraction and template comparisons. The availability of rotation-invariant sensing also changes the game in presentation attacks, aka sensor spoofing, as current techniques for conducting presentation attacks against these systems rely on 2-D printout vessel structures. We will (i) show that our sensing cannot be fooled using this type of artifacts and (ii) develop 3-D presentation attack artifacts to test if these can be used to fool the developed 3-D sensors. Finally, we will establish presentation attack detection techniques based on detecting blood flow in NIR-imagery (as opposed to using global motion as done in current techniques), which will also be able to detect the developed 3-D artifacts. The project will also investigate if fingervein recognition can be used in a forensic post-mortem victim identification scenario. For this purpose, the devloped sensors will be used to acquire post-mortem imagery from corpses in increasing time-steps after death to investigate the feasibility of this approach. Besides using biometric sensors, classical medical image acquisition will be used as a baseline (i.e. magnetic resonance angiography MRA) and techniques will be developed to conduct biometric comparisons among the different sensor types. An important topic is the development of techniques to improve security and privacy, i.e. template protection and sample encryption techniques, which are particularly motivated by discussed template-inversion and morphing attacks, respectively.

Research institution(s)
  • Universität Salzburg - 100%

Research Output

  • 371 Citations
  • 44 Publications
  • 1 Datasets & models
  • 4 Software
  • 5 Disseminations
  • 6 Scientific Awards
  • 1 Fundings
Publications
  • 2021
    Title The PLUS Multi-Sensor and Longitudinal Fingerprint Dataset: An Initial Quality and Performance Evaluation
    DOI 10.1109/tbiom.2021.3104108
    Type Journal Article
    Author Kirchgasser S
    Journal IEEE Transactions on Biometrics, Behavior, and Identity Science
    Pages 43-56
    Link Publication
  • 2021
    Title Hand-Based Vascular Patterns
    DOI 10.1007/978-3-642-27739-9_1598-1
    Type Book Chapter
    Author Uhl A
    Publisher Springer Nature
    Pages 1-5
  • 2021
    Title Deep Iris Compression
    DOI 10.1007/978-3-030-68821-9_40
    Type Book Chapter
    Author Jalilian E
    Publisher Springer Nature
    Pages 470-485
  • 2021
    Title Demographic Bias: A Challenge for Fingervein Recognition Systems?
    DOI 10.23919/eusipco47968.2020.9287722
    Type Conference Proceeding Abstract
    Author Drozdowski P
    Pages 825-829
    Link Publication
  • 2021
    Title Inverse Biometrics: Generating Vascular Images From Binary Templates
    DOI 10.1109/tbiom.2021.3073666
    Type Journal Article
    Author Kauba C
    Journal IEEE Transactions on Biometrics, Behavior, and Identity Science
    Pages 464-478
    Link Publication
  • 2021
    Title Can you really trust the sensor's PRNU? How image content might impact the finger vein sensor identification performance
    DOI 10.1109/icpr48806.2021.9412194
    Type Conference Proceeding Abstract
    Author Söllinger D
    Pages 7782-7789
  • 2021
    Title Finger Vein Recognition and Intra-Subject Similarity Evaluation of Finger Veins using the CNN Triplet Loss
    DOI 10.1109/icpr48806.2021.9413060
    Type Conference Proceeding Abstract
    Author Wimmer G
    Pages 400-406
  • 2021
    Title Rotation Detection in Finger Vein Biometrics using CNNs
    DOI 10.1109/icpr48806.2021.9413169
    Type Conference Proceeding Abstract
    Author Prommegger B
    Pages 6531-6537
  • 2022
    Title Template Protection: On the need to adapt the current Unlinkability Evaluation Protocol
    DOI 10.1109/biosig55365.2022.9897035
    Type Conference Proceeding Abstract
    Author Kirchgasser S
    Pages 1-5
  • 2022
    Title Fingervein Sample Image Quality Assessment using Natural Scene Statistics
    DOI 10.1109/biosig55365.2022.9896974
    Type Conference Proceeding Abstract
    Author Remy O
    Pages 1-6
  • 2022
    Title Cross Sensor Finger Vein Recognition
    DOI 10.1109/biosig55365.2022.9896962
    Type Conference Proceeding Abstract
    Author Prommegger B
    Pages 1-5
  • 2022
    Title Attack Detection for Finger and Palm Vein Biometrics by Fusion of Multiple Recognition Algorithms
    DOI 10.1109/tbiom.2022.3212836
    Type Journal Article
    Author Schuiki J
    Journal IEEE Transactions on Biometrics, Behavior, and Identity Science
    Pages 544-555
    Link Publication
  • 2022
    Title Towards practical cancelable biometrics for finger vein recognition
    DOI 10.1016/j.ins.2021.11.018
    Type Journal Article
    Author Kauba C
    Journal Information Sciences
    Pages 395-417
  • 2021
    Title Roadmap on signal processing for next generation measurement systems
    DOI 10.1088/1361-6501/ac2dbd
    Type Journal Article
    Author Iakovidis D
    Journal Measurement Science and Technology
    Pages 012002
    Link Publication
  • 2021
    Title A fully rotation invariant multi-camera finger vein recognition system
    DOI 10.1049/bme2.12019
    Type Journal Article
    Author Prommegger B
    Journal IET Biometrics
    Pages 275-289
    Link Publication
  • 2021
    Title Using CNNs to Identify the Origin of Finger Vein Sample Images
    DOI 10.1109/iwbf50991.2021.9465077
    Type Conference Proceeding Abstract
    Author Maser B
    Pages 1-6
  • 2021
    Title Confronting a Variety of Finger Vein Recognition Algorithms With Wax Presentation Attack Artefacts
    DOI 10.1109/iwbf50991.2021.9465091
    Type Conference Proceeding Abstract
    Author Schuiki J
    Pages 1-6
  • 2021
    Title Vulnerability Assessment and Presentation Attack Detection Using a Set of Distinct Finger Vein Recognition Algorithms
    DOI 10.1109/ijcb52358.2021.9484351
    Type Conference Proceeding Abstract
    Author Schuiki J
    Pages 1-7
  • 2021
    Title Feasibility of Morphing-Attacks in Vascular Biometrics
    DOI 10.1109/ijcb52358.2021.9484372
    Type Conference Proceeding Abstract
    Author Aydemir A
    Pages 1-7
  • 2021
    Title A Tokenless Cancellable Scheme for Multimodal Biometric Systems
    DOI 10.1016/j.cose.2021.102350
    Type Journal Article
    Author Lee M
    Journal Computers & Security
    Pages 102350
  • 2021
    Title Towards Match-on-Card Finger Vein Recognition
    DOI 10.1145/3437880.3460406
    Type Conference Proceeding Abstract
    Author Linortner M
    Pages 87-92
    Link Publication
  • 2021
    Title VeinPLUS+: A Publicly Available and Free Software Framework for Vein Recognition
    DOI 10.1109/biosig52210.2021.9548286
    Type Conference Proceeding Abstract
    Author Linortner M
    Pages 1-5
  • 2021
    Title On the Relevance of Minutiae Count and Distribution for Finger Vein Recognition Accuracy
    DOI 10.1109/biosig52210.2021.9548289
    Type Conference Proceeding Abstract
    Author Linortner M
    Pages 1-5
  • 2021
    Title Rotation Tolerant Finger Vein Recognition using CNNs
    DOI 10.1109/biosig52210.2021.9548314
    Type Conference Proceeding Abstract
    Author Prommegger B
    Pages 1-5
  • 2020
    Title Improved Liveness Detection in Dorsal Hand Vein Videos using Photoplethysmography
    Type Other
    Author Schuiki J.
    Pages -
  • 2020
    Title Minutiae-based Finger Vein Recognition Evaluated with Fingerprint Comparison Software
    Type Other
    Author Castillo-Rosado K.
    Pages -
  • 2020
    Title PROTECT: Pervasive and useR fOcused biomeTrics bordEr projeCT – a case study
    DOI 10.1049/iet-bmt.2020.0033
    Type Journal Article
    Author Galdi C
    Journal IET Biometrics
    Pages 297-308
    Link Publication
  • 2020
    Title Inverse Biometrics: Reconstructing Grayscale Finger Vein Images from Binary Features
    DOI 10.1109/ijcb48548.2020.9304866
    Type Conference Proceeding Abstract
    Author Kauba C
    Pages 1-10
  • 2020
    Title Finger Vein Template Protection Based on Alignment-Robust Feature Description and Index-of-Maximum Hashing
    DOI 10.1109/tbiom.2020.2981673
    Type Journal Article
    Author Kirchgasser S
    Journal IEEE Transactions on Biometrics, Behavior, and Identity Science
    Pages 337-349
    Link Publication
  • 2023
    Title Advanced Image Quality Assessment for Hand- and Fingervein Biometrics
    DOI 10.48550/arxiv.2302.09973
    Type Preprint
    Author Kauba C
    Link Publication
  • 2019
    Title Combined Fully Contactless Finger and Hand Vein Capturing Device with a Corresponding Dataset
    DOI 10.3390/s19225014
    Type Journal Article
    Author Kauba C
    Journal Sensors
    Pages 5014
    Link Publication
  • 2023
    Title Extensive Threat Analysis of Vein Attack Databases and Attack Detection by Fusion of Comparison Scores; In: Handbook of Biometric Anti-Spoofing - Presentation Attack Detection and Vulnerability Assessment
    DOI 10.1007/978-981-19-5288-3_17
    Type Book Chapter
    Publisher Springer Nature Singapore
  • 2019
    Title Venen Biometrie
    DOI 10.1007/s11623-019-1215-2
    Type Journal Article
    Author Uhl A
    Journal Datenschutz und Datensicherheit - DuD
    Pages 16-22
  • 2023
    Title On the Feasibility of Post-Mortem Hand-Based Vascular Biometric Recognition
    DOI 10.1145/3577163.3595096
    Type Conference Proceeding Abstract
    Author Kauba C
    Pages 121-126
  • 2022
    Title Three-Dimensional Finger Vein Recognition: A Novel Mirror-Based Imaging Device
    DOI 10.3390/jimaging8050148
    Type Journal Article
    Author Kauba C
    Journal Journal of Imaging
    Pages 148
    Link Publication
  • 2022
    Title CNN based Finger Region Segmentation for Finger Vein Recognition
    DOI 10.1109/iwbf55382.2022.9794514
    Type Conference Proceeding Abstract
    Author Prommegger B
    Pages 1-6
  • 2022
    Title Deep Learning Based Off-Angle Iris Recognition
    DOI 10.1109/icassp43922.2022.9746090
    Type Conference Proceeding Abstract
    Author Jalilian E
    Pages 4048-4052
  • 2022
    Title Social norms explain prioritization of climate policy
    DOI 10.1007/s10584-022-03396-x
    Type Journal Article
    Author Cole J
    Journal Climatic Change
    Pages 10
    Link Publication
  • 2019
    Title Comparative analysis of solar radio bursts before and during CME propagation
    DOI 10.1051/0004-6361/201629489
    Type Journal Article
    Author Dididze G
    Journal Astronomy & Astrophysics
    Link Publication
  • 2013
    Title Customised Frequency Pre-filtering in a Local Binary Pattern-Based Classification of Gastrointestinal Images
    DOI 10.1007/978-3-642-36678-9_10
    Type Book Chapter
    Author Hegenbart S
    Publisher Springer Nature
    Pages 99-109
  • 2020
    Title Document scanners for minutiae-based palmprint recognition: a feasibility study
    DOI 10.1007/s10044-020-00923-3
    Type Journal Article
    Author Aguado-Martínez M
    Journal Pattern Analysis and Applications
    Pages 459-472
  • 2020
    Title Efficient Fingervein Sample Image Encryption
    DOI 10.1109/iwbf49977.2020.9107943
    Type Conference Proceeding Abstract
    Author Shekhawat S
    Pages 1-6
  • 2020
    Title Analysing a Vein Liveness Detection Scheme
    DOI 10.1109/iwbf49977.2020.9107960
    Type Conference Proceeding Abstract
    Author Herzog T
    Pages 1-6
  • 2020
    Title Advanced Multi-Perspective Enrolment in Finger Vein Recognition
    DOI 10.1109/iwbf49977.2020.9107968
    Type Conference Proceeding Abstract
    Author Prommegger B
    Pages 1-6
Datasets & models
  • 2021 Link
    Title PLUS-FV3 PALMAR Image Spoofing Data Set
    Type Database/Collection of data
    Public Access
    Link Link
Software
  • 2021 Link
    Title VeinPLUS+: A Publicly Available and Free Software Framework for Vein Recognition
    Link Link
  • 2021 Link
    Title Finger Vein Recognition with Classical Fingerprint Minutiae Comparison Techniques
    Link Link
  • 2020 Link
    Title Triplet-SqNet CNN Model
    Link Link
  • 2019 Link
    Title Template Protection Framework Information
    Link Link
Disseminations
  • 2020
    Title Participation on "Lange Nacht der Forschung" with vascular sensors and presenting a talk on using biometrics in ATMs
    Type Participation in an open day or visit at my research institution
  • 2021
    Title Artikel in "Zukunftsbranchen": Big brother (Serie KI)
    Type A magazine, newsletter or online publication
  • 2019
    Title Participation in I-Day with workshop using vascular sensors
    Type Participation in an open day or visit at my research institution
  • 2023
    Title Newspaper article: "Preisgekrönte Biometrieforschung"
    Type A magazine, newsletter or online publication
  • 2020
    Title Zeitschriftenartikel in "Denk": Biometrie schützt Daten
    Type A magazine, newsletter or online publication
Scientific Awards
  • 2019
    Title Invited Talk: State-of-the-Art in Vascular Biometrics: Upcoming Modalities and Challenges in Image Processing (@ International Conference on Image Process- ing Theory, Tools and Applications (IPTA'19), November 2019)
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2022
    Title EAB Research Award
    Type Research prize
    Level of Recognition Continental/International
  • 2021
    Title IEEE Biometrics Council Best Paper Award
    Type Research prize
    Level of Recognition Continental/International
  • 2021
    Title Invited Talk: Be Recognised by the Layout of Your Blood Vessels ! @ Austrian Computer Science Day (ACSD'21, June 2021)
    Type Personally asked as a key note speaker to a conference
    Level of Recognition National (any country)
  • 2020
    Title Invited Talk: Vascular Recognition (@ EAB Biometrics Training Event, September 2020)
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2020
    Title Shortlisted best paper at IWBF'20
    Type Research prize
    Level of Recognition Continental/International
Fundings
  • 2019
    Title BioRMC: Biometrie für Fernbedienungen
    Type Research grant (including intramural programme)
    Start of Funding 2019
    Funder Company

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