References sorted by date

All papers (but videos) related to biometric spoofing & aliveness detection are sorted per year.

Sorry about the dead links. That's very difficult to maintain! From time to time, I have archived some web pages, as the original website and/or company have disappeared...


Date Title Author Original link Modality Comment
1994 Vital signs of identity B.Miller caddy generalBiometrics in 1994, a few word about aliveness.
1996 illus 3M Biosentry ultimate
3M Biosentry ultimate (b)
3M fingerprintLikely the oldest device against fakes: a fingerprint reader with optical plethysismography AND electrocardiogram.
1998 Jun illus Six Biometric Devices Point The Finger At Security Network Computing internet fingerprint1) latent prints + dry toner from a laser printer + adhesive tape + transparency / photocopier. + wetting the ink side of the transparency and placing it on the platen.
2) silicone + wax mold
1999 illus Determination of Vitality From A Non-Invasive Biomedical Measurement for Use in Integrated Biometric Devices Reza Derakhshani d_internet fingerprintUsing a sensor that is composed of an array of capacitors, this method identifies the vitality of a fingerprint by looking at a series of fingerprints captured during a 5-second time frame and detects a perspiration pattern over the human skin.
2000
2000 Sepetoile illus Biometrical Fingerprint Recognition: Don't get your fingers burned
Spoofing fingerprints As easy as 1,2,3? (presentation Biometrics 2001)
Ton van der Putte
Jeroen Keuning
d_internet fingerprintOne of the oldest paper about fake fingers.
2000 Can We Make Artificial Fingers That Fool Fingerprint Systems? (Part II) K. Yamada
H. Matsumoto
T. Matsumoto
caddy fingerprint9 types of fingerprint devices commercially available, all of them accept artificial fingers which are made of gelatinous gummies.
2001
2001 tekey How to trick a bright field optical fingerprint capturing sensor... Tekey Research Group No more available fingerprintSpoof an optical sensor using latent prints captured with graphite + adhesive tape, with cooperation.
2001 Jan yes no Biometrics: yes or no? Martin Kákona internet fingerprintSpoofing with a stamp (+ graphite), breath reactivation of latent print.
2002
2002 Spoofing and Anti-Spoofing Measures Stephanie A. C. Schuckers d_internet generalMainly fingerprint in fact.
2002 siemens An Investigation Into the Vulnerability of the Siemens ID Mouse Professional Version 4 Aaron Ligon internet generalA check of the C'T test and Matsumoto results: latent print difficult, gummy confirmed.
2002etoile matsumoto “Impact of Artificial ‘Gummy’ Fingers on Fingerprint Systems”,
  • Original paper in HTML
  • The japanese paper in PDF
  • The 2002 presentation
  • Gummy and Conductive Silicone Rubber Fingers / Importance of Vulnerability Analysis
T. Matsumoto
H. Matsumoto
K. Yamada
S. Hoshino
fingerprintThe infamous paper related to gummy bears from Matsumoto (Proceedings of SPIE, vol. 4677, January, 2002)
2002 illus Determination of vitality from a non-invasive biomedical measurement for use in fingerprint scanners R.Derakhshani
S.Schuckers
L.Hornaka
L.O'Gorman
d_internet fingerprintDetection of a perspiration pattern over the fingertip skin (see also the 1999 Thesis)
2002 Novetoile ct2002 Body Check
(c't 11/2002, page 114 - Biometrie)
Lisa Thalheim
Jan Krissler
Peter-Michael Ziegler
caddy
Körperkontrolle
fingerprint
iris
face
Memorizing passwords is out. Laying your finger on a sensor or peering into a webcam can suffice to gain you immediate access to a system...We have tested eleven products for you.
2002 bidon DigitalPersona U.are.U Personal fingerprint scanner Dan's Data internet fingerprintFaking the U.are.U with putty. (source of Thinking Putty defeats Fingerprint Scanners!)
2003
2003 Biometric liveness testing in Biometrics, J. D. Woodward Valorie Valencia caddy general
2003etoile illus Evaluation of Fingerprint Readers: Environmental factors, Human Factors, & Liveness detecting capability H. Kim, H. Kang
B. Lee, D. Shin
J. Kim
d_internet fingerprintSome tests of liveness detection using gummy finger and silicon fingers.
2003etoile illus A Study on Performance Evaluation of the Liveness Detection for Various Fingerprint Sensor Modules H. Kim, H. Kang
B. Lee, D. Shin
J. Kim
d_internet fingerprintSome tests of liveness detection using gummy finger and silicon fingers.
2003etoile illus Evaluation of biometric security systems against artificial fingers Johan Blommé d_internet fingerprintLong paper with a section about fake fingers.
2003 Feb illus Determination of vitality from a non-invasive biomedical measurement for use in fingerprint scanners Reza Derakhshania
Stephanie Schuckers
Larry A. Hornak
Lawrence O'Gorman
caddy fingerprintDetection of a perspiration pattern over the fingertip skin identifies the vitality of a fingerprint
2003 illus Time-Series Detection of Perspiration as a Liveness Test in Fingerprint Devices Stephanie Schuckers & als d_internet fingerprintDetecting fake fingers using perspiration.
2003 illus Issues for Liveness Detection in Biometrics Stephanie Schuckers & als d_internet fingerprintDetecting fake fingers using perspiration.
2003 Mar illus Hacking fingerprints:
- Using grease stains on the scanner
- Creating an artificial finger using the actual finger
- Creating an artificial finger using a latent fingerprint
- The original article: Fooling Fingerprint Scanners - Biometric Vulnerabilities of the Precise Biometrics 100 SC Scanner
Antti Kaseva
Antti Stén
internet d_internet fingerprintHacking fingerprints contains 3 web pages. The first page describes how reveal a latent fingerprint directly left on the sensor (tests unsuccessful). The second page describes how make a fake finger with its own finger (tests successful). The third page describes how create a fake finger from a latent fingerprint.
2003 illus Avoiding replay-attacks in a face recognition system using head-pose estimation Frischholz, R.W.
Werner, A.
caddy faceThe user is required to look into a certain direction, which is randomly chosen by the system (challenge/response).
2003 illus Sample Images can be Independently Restored from Face Recognition Templates (IEEE version) Andy Adler d_internet d_internet face(not aliveness) .
2003 illus Adding liveness detection to the hand geometry scanner Musat C Crihalmeanu d_internet handThe method used for detection is Photo-Plethysmography.
2004
2004 illus Gummy finger and paper iris: An update Matsumoto fingerprint
iris
The updated presentation in 2004. Paper iris added.
2004 Jan illus Attacks on Biometric Systems: A Case Study in Fingerprints Umut Uludag
Anil K. Jain
d_internet fingerprintMostly climb-hill attack.
2004 Apr illus Novel spectroscopy-based technology for biometric and liveness verification (presentation) Kristin Nixon
Robert Rowe & als
fingerprintLumidigm reads the skin spectrum.
2004 Mayetoile
maitre
illus Report on fingerprint aliveness detection and fake prevention methods A.Antonelli
D.Baldisserra
JF.Mainguet
A.Tramonti
fingerprint[Confidential document / EU contract] This report presents the state-of-the-art of fingerprint aliveness detection, fake prevention methods and significant experiences.
2004 illus A wavelet based approach to detecting liveness in fingerprint scanners A.Abhyankara
S.Schuckers
caddy fingerprintPerspiration detection using wavelets.
2004 illus Detecting Liveness in Fingerprint Scanners Using Wavelets: Results of the Test Dataset A.Abhyankara
S.Schuckers
caddy fingerprintPerspiration detection using wavelets: results.
2004etoile illus Liveness Detection in Fingerprint Recognition Systems Marie Sandström d_internet fingerprintOne of the major thesis on fake fingers. Several experiments were made, focus on making artificial fingerprints in gelatin from a latent fingerprint. Nine different systems were tested and all were deceived.
2004 Sep illus Fingerprint Spoof Detection using Multispectral Imaging Robert K. Rowe internet fingerprintA multispectral sensor is able to detect a large variety of fakes.
2004 Octetoile bidon How_to_fake_fingerprints CCC (Chaos Computer Club) internet fingerprintThe CCC is one of the biggest and most influential hacker organizations. Article about how to reveal a latent fingerprint and to make a thin layer with a transparency and wood glue
2004 Dec illus Circumvention of fingerprint scanners Tom Fladsrud
Roar Sollie
d_internet fingerprintSeveral experiments on two fingerprint static sensors are described: breathing, superglue, plaster, silicone...
2004 Dec illus Attacking Fingerprint Sensors A.Wiehe
T.Søndrol
O.Kasper
F.Skarderud
d_internet fingerprintSeveral different materials and techniques are detailed to reproduce artificial fingers in both consensual and unconsensual scenarios: molds, PCB, wood glue...
2004 illus Aliveness Detection for Iris Biometrics Andrzej Pacut
Adam Czajka
caddy iris3 solutions of eye aliveness detection: image frequency spectrum, controlled light reflection from the cornea, pupil dynamics.
2004 May illus Images can be regenerated from quantized biometric match score data Andy Adler d_internet faceHill-climbing attack for face recognition
2004 illus Live Face Detection Based on the Analysis of Fourier Spectra Jiangwei Li
Yunhong Wang
Tieniu Tan
A.K.Jain
d_internet faceAnalysis of Fourier spectra of a single face image or face image sequences
2004 illus Liveness Verification in Audio-Video Speaker Authentication Girija Chetty
Michael Wagner
d_internet face
voice
fusion of acoustic features and visual features, automatically extracted from the lip region, to differentiate synchronous audio-video presentations from asynchronous replay attacks.
2004 Jul illus Assuring liveness in biometric identity authentication by real-time face tracking J.Bigun
H.Fronthaler
K.Kollreider
d_internet faceCombines real-time face tracking + localization of facial landmarks in order to improve the authenticity of fingerprint recognition.
2005
2005 Jun illus Biometrics and Security -Biometrics, is it really secure? - Jaihie Kim (BERC) generalYet another summary of spoof attacks.
2005 User’s trust in Biometric Authentication Systems – Do not take the end-users for granted (thesis) Henning Gravnås d_internet generalThis study explores to what extent possible users of a biometric authentication system have trust in such a system. Contains a summary of spoofing techniques.
2005 Oct illus Biometric liveness detection Bori Toth d_internet generalGeneral article on aliveness detection.
2005 illus Liveness detection (japan) Mashahi Une d_internet general(japanese) long paper about biometrics and liveness detection.
2005 Jan bidon A Multispectral Sensor for Fingerprint Spoof Detection Robert K. Rowe fingerprintSame as 2004 article.
2005 Jun illus Security Issues in Biometric Authentication Qinghan Xiao
Defence R&D Canada
d_internet fingerprint
face
Some spoof attack, mainly fingerprint.
2005 illus Fingerprint Deformation for Spoof Detection Yi Chen
Anil Jain
Sarat Dass
d_internet fingerprintMeasuring deformation between live fingers and gelatin fakes.
2005 Liveness testing in biometric systems
(thesis likely in Czech)
Marek Kluz caddy fingerprintMeasuring deformation between live fingers and gelatin fakes.
2005 illus Liveness Detection Using An Intensity Based Approach in Fingerprint Scanners Bozhao Tan
S.Schuckers
d_internet fingerprintBased on the intensity of images, static.
2005 illus Multispectral Fingerprint Imaging for Spoof Detection Kristin Nixon
Robert Rowe
caddy fingerprintyet another article about multispectral detection.
2005 illus Wavelet based fingerprint liveness detection Y.S. Moon, J.S. Chen, K.C. Chan, K. So, K.C. Woo d_internet fingerprintWavelet analysis of the finger tip surface texture.
2005 Novmaitre Biosec D1.10
Fingerprint verification prototypes
Mainguet
Maltoni...
Biosec impedance fingerprintskin-plasticity, odour and impedance based aliveness/fake detection
2005 Dec illus Possibility of fraud in biometric devices Wiesaw Bicz
OPTEL
No more available fingerprintA list of available techniques, nothing new. Promotes ultrasonics.
2005 illus Characterization, similarity score and uniqueness associated with perspiration pattern A.Abhyankara
S.Schuckers
d_internet fingerprintPerspiration detection using wavelets: con't.
2005 Apr illus Spoof-Proofing Fingerprint Systems Using Evolutionary Time-Delay Neural Networks Reza Derakhshani d_internet fingerprintA new general evolutionary temporal neural network (GETnet) for perspiration-based liveness detection is proposed.
2005 illus Fake Fingerprint Detection by Odor Analysis D.Baldisserra
A.Franco, D.Maio
Davide Maltoni
caddy fingerprintUsing a gaz sensor.
2005 Liveness Detection of Fingerprints using perspiration patterns in various environments Heeseung Choi
Kyoungteak Choi
, Jaihie Kim,
caddy fingerprintProc. ITC-CSCC, Vol. 4, pp. 1473~1474, 2005.
2005 illus A New Approach to Fake Finger Detection Based on Skin Distortion Antonelli, Cappelli,
Maio, Maltoni
caddy fingerprintSkin distorsion: see also Biosec D1.10 + the expanded version of the previous article.
2005 illus Practical Techniques for Defeating Biometric Devices M.Lane
L.Lordan
d_internet fingerprint
face
iris
Fingerprint: molding and casting materials + test results, iris: unsuccessful, face: easy.
2005 illus Challenging fingerprint scanner Vidar Ajaxon Grønland, Havard Hasli, Jon Fredrik Pettersen d_internet fingerprintSpoofing capacitive and optical sensors with plaster, wax...
2005 Signatures of live fingers extracted from a series of fingerprint images Ichiro Fujieda
Etsuji Matsuyama
Masashi Kurita
caddy fingerprintlook at the color change in a series of fingerprint images acquired during the course of an input action
2005 Multi-Spectral Imaging of Fingerprints for Secure Biometric Systems Masashi Kurita
Katsuki Tai
Ichiro Fujieda
caddy fingerprint(see above)
2005 Mar illus Liveness Detection for Iris Recognition Bori Toth
Ulf Cahn von Seelen
d_internet irisA summary of fake iris countermeasures
(Deloitte version.
2005 Sept illus Countermeasures Against Iris Spoofing with Contact Lenses Ulf Cahn von Seelen d_internet iris(Iridian version)
2005 illus Anti-spoofing Liveness Detection John Daugman No more available irisA paper from the inventor of iris recognition. Same data as Bori Toth's paper.
2005 A Study on Fake Iris Detection based on the Reflectance of the Iris to the Sclera for Iris Recognition Sungjoo Lee
Kang Ryoung Park
, Jaihie Kim,
caddy irisProc. ITC-CSCC, Vol. 4, pp. 1555~1556. 2005.
2005 illus Fake Iris Detection by Using Purkinje Image Eui Chul Lee
Kang Ryoung Park
Jaihie Kim
caddy irisDetecting fake iris attack based on the Purkinje image.
2005 illus Evaluating Liveness by Face Images and the Structure Tensor K.Kollreider
H.Fronthaler
J.Bigun
caddy faceAnalysing the trajectories of single parts of a live face reveal valuable information to discriminate it against a spoofed one.
2005 Co-Inertia Analysis for “Liveness” Test in Audio-Visual Biometrics Nicolas Eveno
Laurent Besacier
caddy face
voice
Uses the correlation that exists between the lip movements and the speech produced.
2005 illus Liveness detection using cross-modal correlations in face-voice person authentication Girija Chetty
Michael Wagner
d_internet face
voice
Latent semantic analysis (LSA) and canonical correlation analysis (CCA), for anti-imposture abilities and video replay attacks.
2005 illus Audio-Video Biometric System with Liveness Checks Girija Chetty
Michael Wagner
d_internet face
voice
multimodal fusion of super resolved texture (SRT) features and 3D shape features with acoustic features for 3D audio-video person authentication systems with liveness checks.
2005 illus An online biometric authentication system based on eigenfingers and finger-geometry Slobodan Ribaric
Ivan Fratric
d_internet handA proposal to detect aliveness from finger infrared images, so temperature information.
2005 illus Fake Hands: Spoofing Hand Geometry Systems Hong Chen
Valizadegan, Jackson, Soltysiak and Jain
d_internet handMolded fake hand, card hand / HandKey II (Recognition Systems®).
2006
2006 Sepmaitre illus Liveness Detection Jean-François Mainguet generalIntroductory paper on aliveness detection.
2006 illus Biometrics Security in Japan Kazuhiko Sumi
Yasushi Yamazaki
Naohisa Komatsu
d_internet generalGeneral presentation.
2006 Nov illus Liveness Assurance in Biometric Systems Johan Frederik du Preez d_internet generalHeart beat. Master of science dissertation.
2006 Sep illus Fake Finger Detection by Skin Distortion Analysis Antonelli, Cappelli,
Maio, Maltoni
d_internet fingerprintexpanded version.
2006etoile illus Workshop spoofing fingerprints Ton van der Putte d_internet fingerprintPresentation showing how to duplicate a fingerprint with and without the cooperation of the owner
2006 illus Liveness Detection for Fingerprint Scanners Based on the Statistics of Wavelet Signal Processing Bozhao Tan
S.Schuckers
caddy fingerprintMethod based on the wavelet transform on the ridge signal.
2006 illus Comparison of ridge- and intensity-based perspiration liveness detection methods in fingerprint scanners Bozhao Tan
S.Schuckers
caddy fingerprintComparison of their two methods...
2006 illus Empirical Mode Decomposition Liveness Check in Fingerprint Time Series Captures A.Abhyankar
S.Schuckers
caddy fingerprintThe physiological phenomenon of perspiration, observed in time-series fingerprint images of live people, is used as a measure to classify ‘live’ fingers from ‘not live’ fingers.
2006 illus Fingerprint liveness detection using local ridge frequencies and multiresolution texture analysis techniques A.Abhyankar
S.Schuckers
caddy fingerprintSingle image. Multiresolution texture analysis techniques are used to minimize the energy associated with phase and orientation maps.
2006 Jan bidon Biometric Devices and Fingerprint Spoofing Washington & Jefferson college
Dr. Amanda M. Holland-Minkley
internet fingerprintThe students were made several experiments in the classroom to test the reliability of a security system. They tested to reactivate a latent fingerprint on a capacitive sensor and an optical sensor, how to make molds.
2006 Janetoile illus D6.1: Forensic Implications of Identity Management Systems FIDIS (forensic implications of identity management systems, EU contract Zeno Geradts
Peter Sommer
d_internet fingerprint
iris
hand
vein
In this (long) report, basics methods to make fake fingers are described: wood glue, plastic, stamp, and gelatin. These fake fingers are tested on nine devices. Iris, hand and vein is tested as well.
2006 illus On the Vulnerability of Fingerprint Verification Systems to Fake Fingerprints Attacks J. Galbally-Herrero & als. d_internet fingerprint3 sensors are tested: an optical, a capacitive static state and a thermal swipe sensor. Some quality measure are done.
2006 bidon IFingerSys Liveness Detection Geppy Parziale internet fingerprinta reminder that biometrics is not 100% fool-proof.
2006 illus hacking fingerprint recognition systems Pacsec 2006 d_internet fingerprintpresentation of available techniques (nothing new).
2006 illus Looking for a common attack methodology focused on fingerprint authentication devices Dr. Marino Tapiador d_internet fingerprintSummary of common attack + proposal for vulnerabilities assessment
2006 illus Artificial fingerprint recognition by using optical coherence tomography with autocorrelation analysis Yezeng Cheng
Kirill V. Larin
caddy fingerprintAn accurate technique to detect real skin, and so fakes.
2006 illus Identification of artificial fingerprints using optical coherence tomography technique Yezeng Cheng
Kirill V. Larin
caddy fingerprint(see previous)
2006 illus Liveness Detection based on Fine Movements of the Fingertip Surface Martin Drahanský
Ralf Nötzel
Wolfgang Funk
caddy fingerprintAnalysis of fine movements of the fingertip surface, which are induced by volume changes due to the blood flow
2006 illus Analysis and selection of features for the fingerprint vitality detection Pietro Coli
GL.Marciali
Fabio Roli
d_internet fingerprintmeasures extracted from one or multiple impressions (static measures) or multiple frames (dynamic measures).
2006 illus Fingerprint Authentication Using Optical Characteristics in a Finger Emiko Sano
Takuji Maeda
T.Nakamura & als.
caddy fingerprintFingerprint pattern based on optical characteristics of a finger’s interior by scattered transmission light. Differentiate real fingers and fake gummy fingers made from gelatin or other material using optical characteristics.
2006 Dual-LED imaging for finger liveliness detection and its evaluation with replicas Katsuki Tai
Etsuji Matsuyama
M. Kurita, I. Fujieda
caddy fingerprinttwo LEDs with peak emissions at 530 and 630 nm to cover the spectral ranges where live fingers show characteristic changes
2006 Jul Dual-LED Imaging System for Secure and Robust Fingerprint Detection I.Fujieda, Katsuki Tai
Etsuji Matsuyama
M. Kurita
caddy fingerprint(see above)
2006 Recognition of living fingers with a sensor based on scattered-light detection Katsuki Tai
Masashi Kurita
Ichiro Fujieda
caddy fingerprint(see above)
2006 illus Robust fake iris detection based on variation of the reflectance ratio between the iris and the sclera Sung Joo Lee
Kang Ryoung Park
Jaihie Kim
caddy irisNew fake iris detection based on the changes in the reflectance ratio between the iris and the sclera.
2006 illus Multi-level liveness verification for face-voice biometric authentication Girija Chetty
Michael Wagner
d_internet face
voice
Uncovers the static and dynamic relationship between voice and face information from speaking faces.
2006 Dec illus Liveness Detection for Embedded Face Recognition System Hyung-Keun Jee
Sung-Uk Jung
Jang-Hee Yoo
d_internet faceAnalysis of eye movements.
2007
2007 Vulnerabilities in Biometric Systems: Attacks and Recent Advances in Liveness Detection J.Galbally
J.Fierrez
J.Ortega-Garcia
d_internet fingerprint
iris
Yet another status about aliveness detection.
2007 illus BioLogger - A biometric key logger Matthew Lewis d_internet fingerprintNot a paper about aliveness, but about hacking a fingerprint system (man in the middle).
2007 May illus Aliveness Detection of Fingerprints using Multiple Static Features H.Choi, R.Kang
K.Choi, J.Kim
d_internet fingerprintThe static features are comprised of individual pore spacing, residual noise and several first order statistics.
2007 illus A New Approach to Fake Finger Detection Based on Skin Elasticity Analysis Jia Jia, Lianhong Cai
Kaifu Zhang
Dawei Chen
d_internet fingerprintSkin distorsion on a sequence of images, without special finger movement.
2007 illus Fake Finger Detection Based on Time-Series Fingerprint Image Analysis Jia Jia
Lianhong Cai
d_internet fingerprintFive features are extracted from the image sequence. Two features represent the skin elasticity, and three features represent the physiological process of perspiration.
2007 illus Power spectrum-based fingerprint vitality detection Pietro Coli
GL.Marciali
Fabio Roli
caddy fingerprintPoints out the difference between "live" and "fake" images in terms of high frequency information loss.
2007 Sep illus A New Method for Fingerprint Antispoofing using Pulse Oximetry P. Venkata Reddy
A.Kumar, SMK.Rahman
Tanvir S. Mundra
d_internet fingerprintPulse oximetry and involves the known source of light originating from a probe at two wavelengths.
2007 illus Vitality Detection from Fingerprint Images: A Critical Survey Pietro Coli
Gian Luca Marcialis
Fabio Roli
caddy fingerprintPresents a critical review of current approaches to fingerprint vitality detection in order to analyze the state–of–the art and the related open issues
2007 illus Liveness Detection of Fingerprint Based on Band-Selective Fourier Spectrum Changlong Jin
Hakil Kim
Stephen Elliott
caddy fingerprintTypically, live fingerprints show stronger Fourier spectrum in the ring patterns than the fake.
2007 Fingerprint Synthesis and Spoof Detection Annalisa Franco
Davide Maltoni
caddy fingerprintA fake fingerprint detection method based on analysis of the finger odor
2007 illus Fingerprint Biometric Liveness (LiveCheck™) Wetstone internet fingerprintLiveCheck™ is a software solution that uses intelligent system technology to distinguish visually between live and real prints.
2007 illus Fake Finger Detection Based on Thin-Plate Spline Distortion Model Yangyang Zhang
Jie Tian, Xinjian Chen
Xin Yang, Peng Shi
caddy fingerprintThe thin-plate spline (TPS) model is used to globally describe the finger distortion.
2007 illus A multispectral whole-hand biometric authentication system R.Rowe, U.Uludag
Meltem Demirkus
S.Parthasaradhi
Anil K Jain
caddy fingerprint
hand
multispectral technology that is able to provide hand shape, fingerprints and pahmprint modalities of a user's hand by a single user interaction with the sensor.
2007 illus Multi-Factor Authentication Using Spectral Biometrics Davar Pishva internet fingerprint
iris
feasibility of enhancing existing biometrics technology with a spectroscopic method in order to prevent spoofing
2007etoile Spoof Detection Schemes Kristin Adair Nixon
Valerio Aimale
Robert K. Rowe
caddy fingerprint
iris
face
History, summary of attacks, list of spoof sensors... very interesting, although the conclusion for the Lumidigm sensor is too good. You need only one type of working fake to kill your system.
2007 illus In Vivo Two- and Three-Dimensional Imaging of Artificial and Real Fingerprints With Optical Coherence Tomography Yezeng Cheng
Kirill V. Larin
caddy fingerprintoptical coherence tomography-based method for depth-resolved 2-D and 3-D imaging
2007 illus Utilizing Characteristic Electrical Properties of the Epidermal Skin Layers to Detect Fake Fingers in Biometric Fingerprint Systems—A Pilot Study O.G.Martinsen
S.Clausen
J.B.Nysaether
Sverre Grimnes
caddy fingerprint based on measurement of electrical characteristics of different layers of the skin
2007 illus Fake Finger Detection by Finger Color Change Analysis Wei-Yun Yau
H.T. Tran, E.K. Teoh
Jian-Gang Wang
caddy fingerprintThe force exhibited when the finger presses the hard surface changes the blood perfusion which resulted in a whiter color appearance
2007 Dec illus Multifeature-based fake iris detection method S.J.Lee, K.R.Park
Y.J.Lee, K.Bae
Jaihie Kim
caddy irisUses the reflectance ratios of the iris to the sclera (RRIS) at 750 and 850 nm, and the thickness of the corneoscleral limbus.
2007 illus Making iris recognition more reliable and spoof resistant Adam Czajka
Przemek Strzelczyk
Andrzej Pacut
d_internet iristhree methods of eye-aliveness detection based on frequency analysis (FA), controlled light reflection (CLR), and pupil dynamics(PD) (see 2004 article).
2007 A multimodal hand-based verification system with an aliveness-detection module N.Pavesic, T.Savic
S.Ribaric, I.Fratric
caddy palmprint
hand
palmprint, four digitprints and four fingerprints. The features are obtained using the Karhunen-Loève transform based approach, and information fusion at the matching-score level was applied.
2007 bidon Multimodal Authentication Based on Hand Features Extracted from Multispectral Images N.Pavesic, T.Savic
S.Ribaric, I.Fratric
d_internet handPresentation related to the previous article.
2007 illus Synergy of Lip-Motion and Acoustic Features in Biometric Speech and Speaker Recognition M-I. Faraj
Josef Bigun
caddy face
voice
A liveness verification barrier based on a person’s lip movement is added to the system to guard against advanced spoofing attempts such as replayed videos.
2007 illus Non-intrusive liveness detection by face images K.Kollreider
H.Fronthaler
J.Bigun
internet faceAnalyzing the trajectories of certain parts of a live face reveals valuable information to discriminate it against a spoofed one.
2007 illus Eyeblink-based Anti-Spoofing in Face Recognition from a Generic Webcamera Gang Pan
Lin Sun
Zhaohui Wu
Shihong Lao
caddy faceWe formulate blink detection as inference in an undirected conditional graphical framework, and are able to learn a compact and efficient observation and transition potentials from data.
2007 illus "Aliveness Detection Using Coupled Hidden Markov Models" Enrique A. Rúa
Hervé Bredin
Carmen G. Mateo
Gérard Chollet,
d_internet lips, voiceCheck the aliveness by measuring the synchrony between speech and lip movement in an audio-visual framework.
2008
2008 illus Vitality detection in personal authentication systems using fingerprints (Ph.D thesis) Pietro Coli d_internet fingerprint (mostly)A catalogue of spoofing techniques, followed by an aliveness detection tentative by software, analyzing fingerprint images (morphologic method).
2008 illus A New Antispoofing Approach for Biometric Devices P. Venkata Reddy
A.Kumar, SMK.Rahman
Tanvir S. Mundra
d_internet fingerprintSame as the 2007 article.
2008 bidon Biometric System Laboratory : Fake Finger Detection Unibo internet fingerprintThis article is about fake finger detection using skin distorsion & odor (2 videos). See also Biosec D1.10.
2008 Fingerprint silicon replicas: static and dynamic features for vitality detection using an optical capture device Pietro Coli
G.L.Marcialis
Fabio Roli
caddy fingerprintReported results show the relative merits of static and dynamic features and the performance improvement.
2008 illus Texture and Wavelet-Based Spoof Fingerprint Detection for Fingerprint Biometric Systems S.B.Nikam
Suneeta Agarwal
caddy fingerprintBased on structural, orientation, roughness, smoothness and regularity differences of diverse regions in a fingerprint image. Uses local binary pattern (LBP) histograms.
2008 illus Ridgelet-based fake fingerprint detection S.B.Nikam
Suneeta Agarwal
caddy fingerprintRidgelet transform allows representing singularities along lines in a more efficient way than the wavelets.
2008 illus Fingerprint Liveness Detection Using Curvelet Energy and Co-Occurrence Signatures S.B.Nikam
Suneeta Agarwal
caddy fingerprint(idem)
2008 illus Co-occurrence probabilities and wavelet-based spoof fingerprint detection S.B.Nikam
Suneeta Agarwal
caddy fingerprint(likely the same thing than previous article).
2008 illus Local binary pattern and wavelet-based spoof fingerprint detection S.B.Nikam
Suneeta Agarwal
caddy fingerprint(idem)
2008 illus Wavelet energy signature and GLCM features-based fingerprint anti-spoofing S.B.Nikam
Suneeta Agarwal
caddy fingerprint(again!)
2008 illus Gabor Filter-Based Fingerprint Anti-spoofing S.B.Nikam
Suneeta Agarwal
caddy fingerprint(rhaaahhh!)
2008 illus Curvelet-based fingerprint anti-spoofing Shankar B. Nikam
Suneeta Agarwal
caddy fingerprintRidges oriented in different directions in a fingerprint image are curved; hence curvelets are very significant to characterize fingerprint texture
2008 illus Integrating a wavelet based perspiration liveness check with fingerprint recognition A.Abhyankar
S.Schuckers
d_internet fingerprintA wavelet based approach to detect liveness, integrated with the fingerprint matcher. Liveness is determined from perspiration changes along the fingerprint ridges. Reduces EER to 0.03%.
2008 illus Multispectral Fingerprint Image Acquisition Robert Rowe
Kristin Nixon
Paul Butler
d_internet fingerprintWhite paper about multispectral imaging, chapter spoof detection.
2008 illus Liveness Detection for Biometric Systems Based on Papillary Lines Martin Drahansky
Dana Lodrova
d_internet fingerprintDetect the movements of papillary lines caused by heartbeat within the video stream.
2008 illus Experiments with Skin Resistance and Temperature for Liveness Detection Martin Drahansky caddy fingerprintTwo experiments made with skin resistance and temperature.
2008 illus Methods of Liveness Testing By Fingers Dana Lodrova
Martin Drahansky
caddy fingerprintOur two patented methods based on recognition of pulse (heart activity) are introduced more in detail.
2008 May illus Novel methods for fingerprint image analysis detect fake fingers Bozhao Tan
Aaron Lewicke
S.Schuckers
d_internet fingerprintValley noise detection error: software-based liveness detection algorithms using the differences between spoof and real finger images.
2008 May illus New approach for liveness detection in fingerprint scanners based on valley noise analysis Bozhao Tan
Aaron Lewicke
S.Schuckers
caddy fingerprintValley noise detection error: software-based liveness detection algorithms using the differences between spoof and real finger images.
2008 May illus Spectroscopically Enhanced Method and System for Multi-Factor Biometric Authentication Davar Pishva caddy fingerprint
iris
A person's unique ‘spectral signatures’ or ‘spectral factors’ are recorded
2008 illus Fake finger detection using an electrotactile display system Wei-Yun Yau
Hai-Linh Tran
Eam-Khwang Teoh
caddy fingerprintTactile perception capability is absent in the dead or a totally fake finger
2008 illus Optical coherence tomography used for security and fingerprint-sensing applications S. Chang, Y.Cheng
K.V.Larin, Y.Mao
S.Sherif, C.Flueraru
caddy fingerprinta typical depth-resolution of an OCT system is of micrometre scale, an information carrier having a volume of 20x20x2 mm3
2008 illus A Fingerprint Sensor with Impedance Sensing for Fraud Detection T.Shimamura
Shimoyama, Sakata
Shigematsu, Nakanishi
caddy fingerprintA fingerprint sensor that integrates fraud detection and fingerprint sensing to prevent spoofing with a fake (artificial) finger is presented
2008 illus Direct attacks using fake images in iris verification Virginia Ruiz-Albacete & als internet irisPrinted iris.
2008 illus Eye Aliveness Detection
(Nask review pages 29-35)
Adam Czajka
Andrzej Pacut
d_internet iris(See also their regular papers).
2008 illus Counterfeit Iris Detection Based on Texture Analysis Zhuoshi Wei
Xianchao Qiu
Zhenan Sun, Tieniu Tan
d_internet irisIris-Texton is able to detect fakes done with contact lens.
2008 A Fake Iris Detection Method Based on FFT and Quality Assessment Xiaofu He
Yue Lu
Pengfei Shi
caddy irismethod based on the analysis of 2-D Fourier spectra together with iris image quality assessment
2008 illus Verifying Liveness by Multiple Experts in Face Biometrics K.Kollreider
H.Fronthaler
J.Bigun
caddy faceIn this paper we are suggesting a holistic liveness detection paradigm that collaborates with standard techniques in 2D face biometrics.
2008 Evidence for "liveness" in face biometrics (not available) K.Kollreider caddy faceKollreider thesis.
2008 Dec illus Liveness Detection for Face Recognition Gang Pan
Zhaohui Wu
Lin Sun
d_internet faceEye blink
2008 Dec illus Your face is NOT your password Face Authentication ByPassing Lenovo – Asus – Toshiba Nguyen Minh Duc
Bui Quang Minh
d_internet faceFake face bruteforce: face images are regenerated with different light expositions.
2008 A multimodal hand vein, hand geometry, and fingerprint prototype design for high security biometrics M. K. Shahin
A. M. Badawi
M. E. Rasmy
caddy vein
hand
fingerprint
A combination of several biometrics is better against spoofing: very hard to spoof attacks on the sensory level and the NIR HV and NIR HG thermal images are good signals for liveness detection.
2009
2009 Julmaitre illus Encyclopedia of biometrics:
  • Fingerprint Fake Detection
  • Fingerprint Hashing
  • Liveness: Fingerprint
JF.Mainguet
S.Schuckers
internet generalIntroduction to aliveness detection and biometrics + cryptographics. Almost the final version. Interesting to get the full picture of biometric security problems.
2009 Evaluation Methodology For Fake Samples Detection In Biometrics Fernandez-Saavedra
Raul Sanchez-Reillo
Raul Alonso-Moreno
d_internet generala methodology based on Common Criteria is given to evaluate, in an independent way, whether biometric capture devices implement methods for fake samples detection, and till which extent such methods are effective
2009 Robustness of multimodal biometric fusion methods against spoof attacks Ricardo N. Rodrigues
Lee Luan Ling
Venu Govindaraju
d_internet generalAddress the security of multimodal biometric systems when one of the modes is successfully spoofed. Two novel fusion schemes, fuzzy, fusion with intrinsic security.
2009 illus Fingerprints Image Spoof Detection and Classification Tatiana Barsky d_internet fingerprintBased on image features extracted from 2D fingerprints images, we present several novel algorithms that classify fingerprints images as real or fake, and demonstrate their performance on a fingerprints database.
2009maitre illus Fake Fingers in Fingerprint Recognition: Glycerin Supersedes Gelatin Claude Barral
Assia Tria
caddy fingerprintGlycerin fakes look better than gelatin fake fingers.
2009 Fingerprint liveness detection competition 2009 LivDet 2009 d_internet fingerprintSoftware competition based on images acquired with fakes.
2009 First International Fingerprint Liveness Detection Competition—LivDet 2009
(presentation slides)
LivDet 2009 caddy fingerprintResults of the software competition based on images acquired with fakes.
2009 illus Fake-fingerprint detection using multiple static features H.Choi, R.Kang
K.Choi & als
caddy fingerprintPower spectrum, histogram, directional contrast, ridge thickness, and ridge signal as representative static features. Same title as the 2007 paper!
2009 illus A Novel Region Based Liveness Detection Approach for Fingerprint Scanners Brian DeCann
Bozhao Tan
S.Schuckers
caddy fingerprintThe method quantifies perspiration via region labeling methods, a simple computer vision technique.
2009 illus Spoofing Protection for Fingerprint Scanner by Fusing Ridge Signal and Valley Noise Bozhao Tan
Stephanie Schuckers
caddy fingerprintridge signal and valley noise analysis, to quantify perspiration patterns along ridges in live subjects and noise patterns along valleys in spoofs
2009 illus Fingerprint spoof detection using blood-flow analysis Ajay Kumar internet fingerprintOxymetry, see also the 2007 article
2009 illus Fingerprint Liveness Detection Based on Quality Measures Javier Galbally
F.Alonso-Fernandez
Fierrez, Ortega-Garcia
d_internet fingerprintA new fingerprint parameterization for liveness detection based on quality measures is presented. Tested on LivDET.
2009 Sep illus Fingerprint Spoof Detection Using Fractional Fourier Transform You-suk Bae d_internet fingerprintFiltering the Fourier spectrum. Slide presentation at the Asian Biometric Consortium.
2009 illus New liveness detection method based on causation of optical changes Dana Lodrova
Martin Drahansky
caddy fingerprintcausation of optical changes by pressing the finger against some material, whereas we detect changes in color and elasticity of the papillary lines
2009 Virdi fake finger presentation (Virdi 4000) d_internet fingerprintMaking fakes by Virdi.
2009 A novel contactless aliveness-testing (CAT) fingerprint sensor Lirong Wang
RH Abd El-Maksoud
Jose Sasian, W.Kuhn
K.Gee, V.Valencia
caddy fingerprintinnovative prototype optical, contactless, compact, fingerprint sensor that quickly produces high-quality, high-contrast interoperable fingerprint images
2009 Jun Wavelet-based multiresolution analysis of ridges for fingerprint liveness detection Shankar B. Nikam
Suneeta Agarwal
caddy fingerprint(one more article)
2009 Jul Feature fusion using Gabor filters and co-occurrence probabilities for fingerprint antispoofing Shankar B. Nikam
Suneeta Agarwal
caddy fingerprint
2009 Image classification of artificial fingerprints using Gabor wavelet filters, self-organising maps and Hermite/Laguerre neural networks Leif E. Peterson
Kirill V. Larin
caddy fingerprintGabor wavelet filters for image feature extraction, self-organising maps (SOM), and forward (FNN), Hermite (HNN) and Laguerre (LNN) neural networks to classify real and artificial fingerprint images from OCT
2009 illus A New Fake Iris Detection Method Xiaofu He
Yue Lu
Pengfei Shi
caddy irisPropose a new fake iris detection method based on wavelet packet transform.
2009 illus Efficient Iris Spoof Detection via Boosted Local Binary Patterns Zhaofeng He
Zhenan Sun, Tieniu Tan
Zhuoshi Wei
d_internet irisLocal binary patterns (LBP) adopted for texture representation of each sub-region of normalized iris.
2009 illus Audio-Visual Multimodal Fusion for Biometric Person Authentication and Liveness Verification Girija Chetty
Michael Wagner
d_internet face
voice
multimodal fusion framework based on novel face-voice fusion techniques
2009 Jul illus Biometric person authentication with liveness detection based on audio-visual fusion Girija Chetty
Michael Wagner
caddy face
voice
(same)
2009 Oct illus Detecting Liveness in Multimodal Biometric Security Systems Girija Chetty d_internet face
voice
face-voice fusion
2009 illus Audio-Visual Speech Asynchrony Detection using Co-Inertia Analysis and Coupled Hidden Markov Models E.A Rua, H.Bredin
C.Mateo,G.Chollet
D.Gonzalez, J.Chetty
Michael Wagner
d_internet face
voice
The liveness check is performed by measuring the degree of synchrony between the lips and the voice
2009 Masked fake face detection using radiance measurements Youngshin Kim
Jaekeun Na
S.Yoon, J.Yi
caddy faceThe feature vector used consists of radiance measurements of the forehead region under 850 and 685nm illuminations
2010
2010 Multimodal Fusion Vulnerability to Non-Zero Effort (Spoof) Imposters P. A. Johnson
B. Tan
S. Schuckers
d_internet generalThis paper looks at the cases where some but not all modalities are spoofed. The contribution is to outline a method for assessment of multimodal systems and underlying fusion algorithms
2010 illus Combining Dynamic Data With Physical Biometric Verification To Counteract Spoofing Nobuyuki Nishiuchi d_internet generala new method that uses dynamic data which are difficult to spoof. Finger geometry, finger veins, irises, and the contour of the eyelid
2010maitre Biometrics & Security: Combining Fingerprints, Smart Cards and Cryptography Claude Barral d_internet fingerprintPhD thesis, chapter 9 aliveness detection systems.
2010 illus Analysis of Fingerprint Pores for Vitality Detection Gian Luca Marcialis
Fabio Roli
Alessandra Tidu
caddy fingerprintwe propose to analyse pores location for characterizing the “liveness” of fingerprints
2010 illus Automatic detection of active sweat pores of fingerprint using highpass and correlation filtering N. Manivanan
S. Memon
W. Balachandran
caddy fingerprintThe combined technique includes highpass filtering followed by correlation
2010 Liveness and Spoofing in Fingerprint Identification: Issues and Challenges Mojtaba Sepasian
Cristinel Mares
W.Balachandran
d_internet fingerprintvarious fingerprint liveness detection methods, which are categorized as voluntary and involuntary, are explored
2010 Apr Vitality Detection in Fingerprint Identification Mojtaba Sepasian
Cristinel Mares
W.Balachandran
d_internet fingerprint(similar as previous paper)
2010 illus Modular Decomposition of Fingerprint Time Series Captures for the Liveness Check Aditya Abhyankar
Stephanie Schuckers
d_internet fingerprintThe physiological phenomenon of perspiration, observed in time-series fingerprint images of live people.
2010 Oct illus New Experiments with Optical Liveness Testing Methods Martin Drahansky
Dana Hejtmankova
d_internet fingerprintDetection of changes of distance between neighbor papillary lines caused by pulse, detection of volumetric changes by the use of laser distance sensor, causation of optical changes
2010 On security evaluation of fingerprint recognition systems Olaf Henniger
Dirk Scheuermann
Thomas Kniess
d_internet fingerprintMethodology for evaluating the security of fingerprint recognition systems. For keeping track of the multitude of potential vulnerabilities an attack tree is used.
2010 Dec illus The Effect of Environmental Conditions and Novel Spoofing Methods on Fingerprint Anti-Spoofing Algorithms Bozhao Tan
Aaron Lewicke
David Yambay
Stephanie Schuckers
caddy fingerprintMore spoofing materials of latex rubber, latex caulk, and latex paint. Temperature, humidity, and novel spoof materials degrades performance. Can be restored when these factors are included in the training of the anti-spoofing model.
2010 Sep An anti-spoofing technique using multiple textural features in fingerprint scanners Emanuela Marasco
Carlo Sansone
caddy fingerprintnovel software-based solution for liveness detection based on static features coming out from the visual texture of the image
2010 Jan Fake fingerprint detection based on image analysis Sang-il Jin, You-suk Bae
Hyun-ju Maeng
Hyun-suk Lee
caddy fingerprinthistogram distance and Fourier spectrum distance
2010 illus Internal Fingerprint Identification With Optical Coherence Tomography Anke Bossen
Roland Lehmann
Christoph Meier
caddy fingerprintInternal fingerprint with wax on the finger (fake)
2010 Sep Evaluation of Biometric Spoofing in a Multimodal System (presentation slides) Ricardo Rodrigues
Niranjan Kamat
Venu Govindaraju
caddy face
fingerprint
We investigate a multimodal system composed of face and fingerprint under different spoof attack scenarios.
2010 An evaluation of direct attacks using fake fingers generated from ISO templates Javier Galbally, Cappelli
Lumini, Gonzalez-de-R.
Maltoni, Fierreza, Ortega-Garcia, Maio
caddy fingerprintthe study disproves the popular belief of minutiae templates non-reversibility
2010 Risk of Masquerade Arising from the Storage of Biometrics Christopher James Hill internet fingerprintReconstruction from template
2010 illus Face Liveness Detection from A Single Image with Sparse Low Rank Bilinear Discriminative Model Xiaoyang Tan
Yi Li, Jun Liu
Lin Jiang
d_internet faceUsing the Lambertian model, we propose two strategies to extract the essential information about different surface properties of a live human face or a photograph, in terms of latent samples.
2010 Liveness iris detection method based on the eye's optical features Yuqing He, Yushi Hou
Yingjiao Li
Yueming Wang
caddy irisChange of iris texture and light spot under different waveband and position of the infrared illumination, calculating the difference of the reflection property in different iris parts
2010 Fake iris detection based on 3D structure of iris pattern Eui Chul Lee
Kang Ryoung Park
caddy irisby using 4 near infra-red illuminators, 3D structure of iris pattern could be shown distinctively
2010 Contact Lens Detection Based on Weighted LBP Hui Zhang
Zhenan Sun
Tieniu Tan
caddy iris1. a simplified SIFT descriptor is extracted at each pixel of the image. 2. the SIFT descriptor is used to rank the LBP encoding sequence
2010 Dynamic Iris Localisation: A Novel Approach suitable for Fake Iris Detection Rajesh Bodade
Dr Sanjay Talbar
d_internet irisAccurate iris segmentation using two images captured at two different intensities.
2011
2011 Increase the security of multibiometric systems by incorporating a spoofing detection algorithm in the fusion mechanism Emanuela Marasco
Peter Johnson
Carlo Sansone
Stephanie Schuckers
d_internet generalIncorporating a liveness detection algorithm in the fusion scheme, the multimodal system results robust in presence of spoof attacks involving only a subset of the fused modalities.
2011 Robustness Evaluation of Biometric Systems under Spoof Attacks Zahid Akhtar
Giorgio Fumera
Gian Luca Marcialis
Fabio Roli
caddy generalmethod based on simulating the fake score distributions of individual matchers, to evaluate the relative robustness of different score fusion rules
2011 Robustness of Serial and Parallel Biometric Fusion against Spoof Attacks Zahid Akhtar
Nasir Alfarid
caddy generalcompare the performance of the multimodal systems with each mode under different spoof attack scenarios
2011 Spoof Attacks on Multimodal Biometric Systems Zahid Akhtar
Sandeep Kale
Nasir Alfarid
d_internet generalmultimodal systems can be cracked by spoofing only one trait
2011 Liveness Detection Of Biometric Traits Mohmad Kashif Qureshi d_internet general(paper without interest)
2011 Possibility of spoof attack against robustness of multibiometric authentication systems Mahdi Hariri
Shahriar B. Shokouhi
caddy generalnovel practical method for simulation of possibilities of spoof attacks. Sum, product, and Bayes fusion rules are applied for score level combination
2011 illus A Penetration Testers Guide to Finger Print Authentication
blog part 1 blog part 2 (local copy)
FB1H2S aka
Rahul Sasi
d_internet fingerprintguide explaining the necessity of including Biometric-Devices in the scope of a network audit and the procedures that could be used for Security auditing one such system
2011 May illus Evaluation of direct attacks to fingerprint verification systems J.Galbally, J.Fierrez
F.Alonso-Fernandez
M.Martinez-Diaz
d_internet fingerprintTwo different systems, one minutiae-based and one ridge feature-based, are evaluated on a database of real and fake fingerprints
2011 illus Fingerprint Spoof Detection Using Near Infrared Optical Analysis Shoude Chang
Kirill Larin, Youxin Mao
Flueraru, Almuhtadi
d_internet fingerprintTwo methods are presented: optical coherence tomography (OCT) and spectral analysis.
2011 2011_Anti-Spoof Anti-Spoof Reliable Biometry of Fingerprints Using En-Face Optical Coherence Tomography M.R. Nasiri-Avanaki
Meadway, Bradu, Khoshki, Hojjatoleslami
d_internet fingerprintWe prove that OCT can serve secure control of genuine fingerprints as it can detect if extra layers are placed above the finger.
2011 Implementation and Applications of a Fingerprint Encoding System I-Fu Lin
Tzong-An Su
d_internet fingerprintSequential fingerprint verification to enhance the resistance of fake fingerprint attacks. No special aliveness detection system, just a sequence.
2011 Fingerprint Liveness Detection Competition 2011 LivDet2011
Yambay,Ghiani,Denti
Marcialis,Roli,Schuckers
d_internet fingerprint
2011 illus Liveness Detection in Biometrics Martin Drahansky caddy fingerprintgeneral paper on fake finger detection, with the Drahansky's solution
2011 illus Liveness Detection In Fingerprint Recognition Technique Using First Order Texture Features Manju Kulkarni
Harishchanddra Patil
d_internet fingerprintliveness detection technique by means of first order texture features (histogram data)
2011 illus Active pore detection for liveness in fingerprint identification system S. Memon
N. Manivanan
W. Balachandran
caddy fingerprint(idem 2010)
2011 Aug Security Issues in Automated Fingerprint Identification Systems S. Memon
N. Manivanan
A.Noor, C.Tigli
d_internet fingerprintThis paper discusses security issues with AFIS at various system levels
2011 Risk evaluation for spoofing against a sensor supplied with liveness detection Marcela Espinoza
Christophe Champod
caddy fingerprintcurrent multispectral sensors can be deceived by the use of fake fingerprints
2011 illus Using the Number of Pores on Fingerprint Images to Detect Spoofing Attacks Marcela Espinoza
Christophe Champod
caddy fingerprintReproduction of pores is possible. Distribution of pores between fake and genuine cannot be discriminated. Difference in pore quantities (genuine or fake) can be used as a discriminating factor.
2011 Vulnerabilities of fingerprint reader to fake fingerprints attacks Marcela Espinoza
Christophe Champod
P.Margot
caddy fingerprintGenuine fingerprints produced scores higher than fake fingers
2011etoile illus Dynamic liveness and forgeries detection of the finger surface on the basis of spectroscopy in the 400–1650 nm region Clarissa Hengfossa
A.Kulckea, G.Mulla
C.Edlerb, K.Püschelb
Eilin Jopp
caddy fingerprintreflection and transmission spectra in the wavelength region from 400 to 1650 nm were recorded from living volunteers and corpses
2011 illus Use of Spectral Biometrics for Aliveness Detection Davar Pishva caddy fingerprint
iris
proposes the implementation of verification of 'spectral signatures' or 'spectral factors' that are unique to human beings
2011 Vitality Detection from Biometrics: State-of-the-Art Yogendra Narain Singh
Sanjay Kumar Singh
caddy fingerprint
face, iris
This paper proposes a classification of vitality detection techniques for fingerprint, face and iris biometrics
2011 Fingerprint Liveness Detection Based on Multiple Image Quality Features Changlong Jin
Shengzhe Li
Hakil Kim, Ensoo Park
caddy fingerprintThree effective fake/live quality measures, spectral band energy, middle ridge line and middle valley line, are extracted and fused and tested on a fake/live dataset using SVM and QDA classifiers
2011 Apr illus Fake Iris Detection: A Holistic Approach Rajesh Bodade
Sanjay Talbar
d_internet irisIn this paper, all possible types of fake iris has been identified + robust iris segmentation algorithm having inherent capability of fake iris detection
2011 A new iris liveness detection method against contact lens spoofing Niladri B. Puhan
N. Sudha
A. Suhas Hegde
caddy irisiris texture dissimilarity between two iris regions due to pupillary light reflex
2011 Iris Liveness Detection for Semi-transparent Contact Lens Spoofing Niladri B. Puhan
N. Sudha
A. Suhas Hegde
caddy iris(likely the same as previous)
2011 How to Generate Spoofed Irises From an Iris Code Template Shreyas Venugopalan
Marios Savvides
caddy irismethods to generate alternate iris textures for a given person to bypass a system based on iris bit code
2011 Trusted Biometrics under Spoofing Attacks: D3.2: Evaluation of baseline non-ICAO biometric systems Tabula Rasa d_internet voice, gait
vein, fp
EEG,ECG
Establish the baseline scores to which all later experimental results with spoofing and countermeasures will potentially be compared.
2011 illus Face Spoofing Detection From Single Images Using Micro-Texture Analysis Jukka Maatta
Abdenour Hadid
Matti Pietikainen
d_internet faceThe proposed approach analyzes the texture of the facial images using multi-scale local binary patterns
2011 Monocular camera-based face liveness detection by combining eyeblink and scene context Gang Pan
Lin Sun, Zhaohui Wu
Yueming Wang
caddy faceeyeblink + scene
2011 Counter-Measures to Photo Attacks in Face Recognition: a public database and a baseline André Anjos
Sébastien Marcel
d_internet faceintroduce the publicly available PRINT-ATTACK database and exemplify how to use its companion protocol
2012
2012 Sep Fake Detection - Mission Impossible? Manfred Bromba internet general(presentation)
2012 Robustness of Multi Biometric Authentication Systems against Spoofing Mahdi Hariri
Shahriar B. Shokouhi
caddy generalWe empirically examine the robustness of five fixed rules combining similarity scores of face and fingerprint traits in a bimodal system.
2012 Security evaluation of biometric authentication systems under real spoofing attacks B.Biggio, Z.Akhtar
G.Fumera, G.L.Marcialis
F.Roli
caddy generalOur results confirm that multimodal systems are vulnerable to attacks against a single biometric trait. They show that the `worst-case` scenario can be too pessimistic.
2012 Sept Evaluation of serial and parallel multibiometric systems under spoofing attacks Z.Akhtar
G.Fumera, GL.Marcialis
F.Roli
caddy general(see previous paper)
2012 Liveness-based fusion approaches in multibiometrics Luca Marfella
Emanuela Marasco
Carlo Sansone
caddy generaldevise proper approaches to integrate liveness detection into fusion at score or decision level
2012 Analysis of user-specific score characteristics for spoof biometric attacks Ajita Rattani
Norman Poh
Arun Ross
caddy generalbiometric users contribute disproportionately to the FRR (false reject rate) and FAR (false accept rate) of the system. Known as the Doddington zoo effect.
2012 Combining Match Scores with Liveness Values in a Fingerprint Verification System Emanuela Marasco
Yaohui Ding
Arun Ross
d_internet fingerprintFour different configurations for combining biometric match scores with liveness measure values (fingerprints)
2012 Combining perspiration- and morphology-based static features for fingerprint liveness detection Emanuela Marasco
Carlo Sansone
caddy fingerprintcombine a set of the most robust morphological and perspiration-based measures
2012 Fingerprint Liveness Detection by Local Phase Quantization Luca Ghiani
Gian Luca Marcialis
Fabio Roli
caddy fingerprintEe present a novel features set, based on the local phase quantization.
2012 Fingerprint Liveness Detection Based on Fake Finger Characteristics Gian Luca Marcialis
Pietro Coli
Fabio Roli
caddy fingerprintExploiting characteristics noticed in the reproduction of fake fingers, that they named fake-based features
2012 Jan Fingerprint Sensors: Liveness Detection Issue and Hardware based Solutions Shahzad Memon
M.Nadarajah, A.Noor
Balachadran & als
internet fingerprint(survey, sensors & transducers)
2012 Dec A high performance fingerprint liveness detection method based on quality related features Javier Galbally
F.Alonso-Fernandez
Julian Fierrez
Javier Ortega-Garcia
internet fingerprintjust one image from a finger to decide whether it is real or fake
2012 Spoof attack detection in fingerprint biometric system using histogram features Ankita Chaudhari
P.J. Deore
d_internet fingerprintFirst order statistical properties of fingerprints: energy, entropy, median, variance, skewness, kurtosis and coefficient of variations
2012 illus Automation of Fingerprint Recognition Using OCT Fingerprint Images Nasibe Akbari
Ali Sadr
d_internet fingerprintAlgorithm for automation fingerprint recognition on the OCT fingerprint images. With and without fake.
2012 Biometric Liveness Detection: Framework and Metrics P.Johnson & als d_internet fingerprint(slide presentation)
2012 illus Novel Active Sweat Pores Based Liveness Detection Techniques for Fingerprint Biometrics Shahzad Ahmed Memon d_internet fingerprintHigh Pass Correlation Filtering Algorithm to detect pore + Measuring the ionic activities of sweat fluid.
2012 Vulnerabilities and Performance Analysis over Fingerprint Biometric Authentication Network Edward Guillen
Lina Alfonso
K.Martinez, M.Mejia
d_internet fingerprint(not about vitality)
2012 illus Wavelet Based Fingerprint Liveness Detection B.G. Warwante
S.A. Maske
d_internet fingerprintFingerprint liveness detection based on the wavelet analysis of the finger tip surface texture
2012 Fooling a Liveness-Detecting Capacitive Fingerprint Scanner Edwin Bowden-Peters
Raphael C.-W. Phan
John N. Whitley
David J. Parish
caddy fingerprintShow that a celebrated capacitive fingerprint scanner with liveness detection claims, can be fooled by fake fingers produced by amateurs from cheap commercially available materials
2012 A modular architecture based on image quality for fingerprint spoof detection George Cavalcanti
L.Pereira, H.Pinheiro
J.Silva A.Silva T.Pina
D.Carvalho, T.Ren
caddy fingerprintCombines classifiers working independently into two distinct image quality groups
2012 A fingerprint spoof detection based on MLP and SVM L.Pereira, H.Pinheiro
J.Silva A.Silva T.Pina
George Cavalcanti
T.Ren, P.Oliveira
caddy fingerprintTwo scenarios: (i) when an impostor can perform consecutive attempts to be considered authentic; and, (ii) when the system deals with fingerprints from elderly people
2012 Fingerprint Sensors: Liveness Detection Issue and Hardware based Solutions S.Memon, Manivannan
A.Noor, W.Balachadran
Nikolaos V. Boulgouris
caddy fingerprintreview the existing fingerprint sensing technologies in terms of liveness detection
2012 illus Impedance-Sensing Circuit Techniques for Integration of a Fraud Detection Function Into a Capacitive Fingerprint Sensor Toshishige Shimamura
Nobuhiro Shimoyama
T.Sakata, S.Shigematsu, M.Nakanishi
caddy fingerprintimpedance-sensing circuit integrated into a capacitive fingerprint sensor to prevent spoofing with a fake finger. A test chip was fabricated using 0.5-µm CMOS/sensor processes (see also the 2008 paper).
2012 Experimental Results on Fingerprint Liveness Detection Luca Ghiani
Paolo Denti
Gian Luca Marcialis
d_internet fingerprintExperimental results on several state-of-the-art fingerprint liveness detection algorithms on the datasets available at LivDet 2011
2012 Large Scale Experiments on Fingerprint Liveness Detection Gian Luca Marcialis
L.Ghiani, K.Vetter
D.Morgeneier, F.Roli
d_internet fingerprintDecrease of performance when varying the pressure and the environmental illumination as well as the size of the region of interest (ROI)
2012 illus Iris Liveness Detection Based on Quality Related Features Javier Galbally
Jaime Ortiz-Lopez
Julian Fierrez
Javier Ortega-Garcia
d_internet irisA new liveness detection scheme for iris based on quality related measures is presented.
2012 illus Liveness Detection Using Eye Blink A case Study P.Bhardwaj
Swapan Debbarma
Suman Deb
N.Debbarma, J.Pal
d_internet face
iris
Eye blink as an evidence of liveness to exclude using some fakes, mainly 2D photographs
2012 illus Face Liveness Detection Based on Texture and Frequency Analyses Gahyun Kim
Sungmin Eum
Jae Kyu Suhr
Dong Ik Kim & als
caddy faceA single image-based face liveness detection method for discriminating 2-D paper masks from the live faces
2012 illus A Face Antispoofing Database with Diverse Attacks Zhiwei Zhang
Junjie Yan
S.Liu, Z.Lei, D.Yi
Stan Z. Li
d_internet faceIn this paper we release a face anti-spoofing database which covers a diverse range of potential attack variations
2012 illus Face Liveness Detection by Exploring Multiple Scenic Clues Junjie Yan
Zhiwei Zhang
Z.Lei, D.Yi
Stan Z. Li
caddy facethree scenic clues: non-rigid motion, face-background consistency and imaging banding effect, to conduct accurate and efficient face liveness detection
2012 illus Liveness Detection Using Thermal Image – A Case Study Suman Deb
Saptarshi Chakraborty
Anupam Jamatia
d_internet face(article creux, vide)
2012 illus Video-Based Face Spoofing Detection through Visual Rhythm Analysis Allan da Silva Pinto
Helio Pedrini
William R. Schwartz
Anderson Rocha
d_internet faceFourier spectrum followed by the computation of the visual rhythm and extraction of the graylevel co-occurrence matrices, used as feature descriptors for video-based face spoofing.
2012 Sep illus Vitality Detection in Face Images using Second Order Gradient Aruni Singh
Shrikant Tiwari
Sanjay K. Singh
d_internet face200 dummy face images and 200 real face images are evaluated to detect the vitality using second order gradient method and observed 65-89.5 % classification accuracy
2012 Sep illus Liveness Detection Using Gaze Collinearity Asad Ali
Farzin Deravi
Sanaul Hoque
caddy faceFollow a visual animation of a moving object on a display screen while his/her gaze is measured
2012 Mar illus Discriminant Analysis with Gabor Phase for Robust Face Recognition Jianfei Zhu
Dong Cao, Sifei Liu
Zhen Lei, Stan Z. Li
d_internet facepropose a Gabor phase difference representation for occlusion robust face recognition
2012 LBP TOP based countermeasure against face spoofing attacks Tiago de Freitas Pereira
Andre Anjos
JM.De Martino, S.Marcel
d_internet facebased on the LBP TOP operator combining both space and time information into a single multiresolution texture descriptor
2012 Moving Face Spoofing Detection via 3D Projective Invariants Maria De Marsico
M.Nappi, D.Riccio
Jean-Luc Dugelay
d_internet faceStarting from a set of automatically located facial points, we exploit geometric invariants for detecting replay attacks
2012 illus Spoofing 2D Face Recognition Systems with 3D Masks Nesli Erdogmus
Sébastien Marcel
d_internet faceComplicate the spoofing problem further by introducing the 3rd dimension
2012 Spoofing countermeasures for the protection of automatic speaker recognition from attacks with artificial signals Federico Alegre
Ravichander Vipperla
Nicholas Evans
d_internet voicetwo new, but trivial countermeasures based on higher-level, dynamic features and voice quality assessment offer varying degrees of protection
2012 On the vulnerability of automatic speaker recognition to spoofing attacks with artificial signals Federico Alegre
Ravichander Vipperla
N.Evans, B.Fauve
d_internet voicebased on artificial, tone-like signals which provoke higher ASV scores than genuine client tests
2012 illus Can Gait Biometrics be Spoofed? A.Hadid, M.Ghahramani
V.Kellokumpu, M.Pietikäinen
J.Bustard, M.Nixon
d_internet gaithow clothing can be used to spoof a target
2013
2013 Sepetoile Spoofing and Anti-Spoofing in Biometrics Sébastien Marcel internet generalGeneral presentation (Tabula Rasa). Book in preparation.
2013 Jan BEAT – biometrics evaluation and testing Sébastien Marcel caddy general(biometric technology today)
2013 illus Altered Fingerprints: Analysis and Detection Soweon Yoon
Jianjiang Feng
Anil K. Jain
d_internet fingerprintfingerprint alteration or obfuscation
2013 Jul illus A Challenge to Analyze and Detect Altered Human Fingerprints Chandrakanth Biradar
Vijeth Rao
d_internet fingerprintClassifying the alterations into three major categories: Obliteration, distortion and imitation and suggesting possible countermeasures
2013 Aug A Review of the Techniques in Attacks to the Biometric-based Authentication Systems and Fake Fingerprint Detection Methods H. Ebrahimpour-Komleh
Hossein Malekinezhad
d_internet fingerprintA review of the techniques in direct and indirect attacks to biometric based recognition systems is presented + a summary of the fake fingerprint detection methods.
2013 Jun illus Anti-spoofing in action: joint operation with a verification system Ivana Chingovska
André Anjos
Sébastien Marcel
d_internet fingerprintdecision level and score-level fusion. Open-source framework for the ternary classification problem
2013 Contourlet-Based Fingerprint Antispoofing Shankar B. Nikam
Suneeta Agarwal
d_internet fingerprintImage-based method using Contourlet transform to detect liveness in fingerprint biometric systems
2013 Aug illus New Optical Methods for Liveness Detection on Fingers Martin Drahansky
Michal Dolezel
Jan Vana, Eva Brezinova
Jaegeol Yim, K. Shim
internet fingerprintmeasurement of the pulse, variations of optical characteristics caused by pressure change, reaction of skin to illumination with different wavelengths.
2013 Spatial surface coarseness analysis: technique for fingerprint spoof detection L.F.A. Pereira
H.N.B. Pinheiro
G.D.C. Cavalcanti
Tsang Ing Ren
caddy fingerprintThis approach improves the wavelet analysis of the fingertip surface texture by introducing spatial features to the model
2013 illus Spoof Attack Detection in Fingerprint Authentication using Hybrid fusion Chander Kant
Raksha
d_internet fingerprintMinutiae points and Ridge Bifurcations to investigate spoof attacks
2013 Certification MorphoSmart Optic 301 - d_internet fingerprintFingerprint Spoof Detection Protection Profile based on Organisational Security Policies (FSDPP_OSP), Version1.7, 27 November 2009, BSI-CC-PP-0062-2010
2013 Jun Biometric System Design Under Zero and Non-Zero Effort Attacks Ajita Rattani
Norman Poh
d_internet fingerprintuses three generative classifiers, Gaussian Mixture Model, Gaussian Copula, and Quadratic Discriminant Analysis. LivDet11 spoof fingerprint database.
2013 Sep Fingerprint liveness detection using Binarized Statistical Image Features L.Ghiani, A.Hadid
GL.Marcialis, F.Roli
caddy fingerprint a novel ?ngerprint liveness descriptor named “BSIF”
2013 Apr Survey on fingerprint liveness detection Amani Al-Ajlan caddy fingerprint(list of articles)
2013 Mar Defense of fake fingerprint attacks using a swept source laser optical coherence tomography setup Sven Meissner
Ralph Breithaupt
Edmund Koch
caddy fingerprintSwept Source OCT system with a lateral and axial resolution of approximately 13 um, a centre wavelength of 1320 nm and a band width of 120 nm (FWHM) with overlying fakes
2013 Feb Fingerprint fake detection by optical coherence tomography Sven Meissner
Ralph Breithaupt
Edmund Koch
caddy fingerprint(likely the same as previous)
2013 Capturing the vital vascular fingerprint with optical coherence tomography Gangjun Liu
Zhongping Chen
caddy fingerprintNovel vital vascular fingerprint system using Doppler optical coherence tomography. Based on blood flow
2013 illus Feasibility of correlation mapping optical coherence tomography (cmOCT) for anti-spoof sub-surface fingerprinting Azhar Zam
R.Dsouza, H.Subhash
ML.O'Connell, J.Enfield
K.Larin, M.Leahy
caddy fingerprintsub-surface finger tissue such as sub-surface fingerprints, sweat glands, and the pattern of the capillary bed
2013etoile Presentation attack detection methods for fingerprint recognition systems: a survey Ctirad Sousedik
Christoph Busch
caddy fingerprintsurvey
2013 Volumetric Fingerprint Data Analysis using Optical Coherence Tomography Ctirad Sousedik
Ralph Breithaupt
Christoph Busch
d_internet fingerprintPresentation Attack Detection method could be developed that would render the artefact production process extremely difficult or even practically impossible
2013 Multi-scale local binary pattern with filters for spoof fingerprint detection Xiaofei Jia, X.Yang
K.Cao, Y.Zang, N.Zhang
R.Dai, X.Zhu, J.Tian
caddy fingerprintNovel spoof fingerprint detection method based on multi-scale local binary pattern (MSLBP)
2013 illus Fake iris detection using structured light Jonathan Connell, Nalini Ratha, James Gentile & Ruud Bolle caddy irisA structured light projection method to detect the presence of artificial items obscuring the real iris
2013 illus Database of Iris Printouts and its Application: Development of Liveness Detection Method for Iris Recognition Adam Czajka d_internet irisDatabase of iris printout images with a controlled quality, and its fundamental application, development of liveness detection (“alien frequencies” from the printing process)
2013 Liveness Detection via Oculomotor Plant Characteristics: Attack of Mechanical Replicas Oleg V. Komogortsev
Alex Karpov
d_internet irisLiveness detection is done via estimation and analysis of the internal non-visible anatomical structure of the human eye termed Oculomotor Plant Characteristics
2013 Performance Comparison Of Fake Iris Detection Methods Smriti Rastogi
D. Malathi
d_internet iris4 existing methods of detecting coloured texture lenses and high resolution iris images are compared and analyzed
2013 Securing iris recognition systems against masquerade attacks Javier Galbally
Gomez-Barrero, Ross
Fierrez, Ortega-Garcia
d_internet irisnovel two-stage protection scheme for automatic iris recognition systems against masquerade attacks
2013 On the Effectiveness of Local Binary Patterns in Face Anti-spoofing Ivana Chingovska
André Anjos
Sébastien Marcel
d_internet faceinspect the potential of texture features based on Local Binary Patterns (LBP) and their variations on attacks: printed photographs, photos, videos
2013 Computationally Efficient Face Spoofing Detection with Motion Magnification Samarth Bharadwaj
Tejas I. Dhamecha
Mayank Vatsa
Richa Singh
d_internet faceEulerian motion magnification approach is used to enhance the facial expressions commonly exhibited by subjects in a captured video (HOOF).
2013 Jan illus Face Tampering Detection from Single Face Image using Gradient Method Aruni Singh
Shrikant Tiwari
Sanjay Kumar Singh
d_internet faceDiscrimination of image of tampered face from the image of real face with accuracy ranges 82.7% 91.7%.
2013 Aug illus Effect Of Face Tampering On Face Recognition Aruni Singh
Sanjay Kumar Singh
d_internet facePresent the effect of face tampering on various categories of face recognition algorithms
2013 Face Liveness Detection with Component Dependent Descriptor Jianwei Yang, Zhen Lei
Shengcai Liao
Stan Z. Li
d_internet faceComponent-based face coding approach for liveness detection
2013 illus Face Liveness Detection Using 3D Structure Recovered from a Single Camera Tao Wang, Jianwei Yang
Zhen Lei, S.Liao
Stan Z. Li
caddy faceliveness detection approach to counter spoofing attacks by recovering sparse 3D facial structure
2013 Mar illus Fake Face Recognition using Fusion of Thermal Imaging and Skin Elasticity Chander Kant
Nitin Sharma
d_internet faceUser is asked to do some movement like chewing and forehead movement simultaneously, so that a full movement to face skin can be given and then sequence of face images is captured with a gap of few milliseconds
2013 May illus Fake Face Detection Based on Skin Elasticity Chander Kant
Nitin Sharma
d_internet face(same as previous)
2013 May Thermal Recognition in Biometrics Approach Niketa Vishwanath Patil
S.U.Kadam
d_internet faceJust an approach.
2013 Jun Use of visual anchors and eye tracking for liveness detection for face recognition - caddy faceVisual elements on random part of the screen + eye tracking system to verify that the subject is looking at the elements
2013 Face Spoofing Detection Using Dynamic Texture Jukka Komulainen
Abdenour Hadid
Matti Pietikäinen
caddy faceContractions of facial muscles which result in temporally deformed facial features such as eye lids and lips
2013 illus Shape and Texture Based Countermeasure to Protect Face Recognition Systems Against Mask Attacks Neslihan Kose
Jean-Luc Dugelay
d_internet faceA 2D+3D mask attacks database is used. Fusion of the information extracted from both the texture and the depth images.
2013 illus Reflectance Analysis Based Countermeasure Technique to Detect Face Mask Attacks Neslihan Kose
Jean-Luc Dugelay
d_internet face(almost the same)
2013 illus On the Vulnerability of Face Recognition Systems to Spoofing Mask Attacks Neslihan Kose
Jean-Luc Dugelay
caddy face(almost the same)
2013 illus Countermeasure for the Protection of Face Recognition Systems Against Mask Attacks Neslihan Kose
Jean-Luc Dugelay
d_internet face(almost the same)
2013 illus Poisoning attacks to compromise face templates Battista Biggio
Luca Didaci
G.Fumera, Fabio Roli
d_internet faceby presenting a proper sequence of fake biometric traits to the sensor, the attacker may eventually impersonate the targeted clients without any fake trait
2013 illus Complementary Countermeasures for Detecting Scenic Face Spoofing Attacks Jukka Komulainen
A.Hadid, M.Pietikäinen
A.Anjos, S.Marcel
d_internet faceFusion of motion and texture based countermeasures under several types of scenic face attacks
2013 Spoofing countermeasures to protect automatic speaker verification from voice conversion Federico Alegre
Asmaa Amehraye
Nicholas Evans
d_internet voiceexploits the common shift applied to the spectral slope of consecutive speech frames involved in the mapping of a spoofer’s voice signal
2013 A one class classification approach to generalised speaker verification spoofing countermeasures using local binary patterns Federico Alegre
Asmaa Amehraye
Nicholas Evans
d_internet voiceAnalysis of speech signals using local binary patterns followed by a one-class classification approach
2013 A new speaker verification spoofing countermeasure based on local binary patterns Federico Alegre
Ravichander Vipperla
A.Amehraye, N.Evans
d_internet voiceAnalysis of speech signals using local binary patterns followed by a one-class classification approach
2013 Spoofing and countermeasures for automatic speaker verification Nicholas Evans
Tomi Kinnunen
Junichi Yamagishi
d_internet voiceDescribes some specific vulnerabilities studied in the literature + brief survey of recent work to develop spoofing countermeasures.
2013 illus Improving Gait Biometrics under Spoofing Attacks Abdenour Hadid
M.Ghahramani
J.Bustard, M.Nixon
caddy gaitInitial solution coping with gait spoofing attacks using part-based gait analysis
2023
2023 Recovering Fingerprints from In-Display Fingerprint Sensors via Electromagnetic Side Channel Tao Ni
Xiaokuan Zhang
Qingchuan Zhao
d_internet fingerprintImpressive work by collecting the electromagnetic signals, converting into an image, 3D print and spoofing !