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7/27/23, 8:09 PM
`
`NFIQ 2 | NIST
`
`https://www.nist.gov/services-resources/software/nfiq-2
`
`SOFTWARE (https://www.nist.gov/services-resources/software)
`
`NFIQ 2
`
`Version
`2.2.0
`
`Type of Software
`Biometric fingerprint quality assessment
`
`Last Updated
`2021-11-12
`
`NIST Author
`Elham Tabassi (https://www.nist.gov/people/elham-tabassi)
`Gregory Fiumara (https://www.nist.gov/people/gregory-fiumara)
`
`Other Contributors
`
`Federal Office for Information Security (BSI) (https://www.bsi.bund.de/)
`Federal Criminal Police Office (BKA) (https://www.bka.de/)
`MITRE (https://www.mitre.org/)
`Fraunhofer IGD (https://www.igd.fraunhofer.de/)
`Hochschule Darmstadt (h_da) (https://h-da.de/)
`Secunet (https://www.secunet.com/)
`GitHub Contributors (https://github.com/usnistgov/NFIQ2/graphs/contributors)
`
` About
`
`NIST Fingerprint Image Quality (NFIQ) 2 is open source software that links image
`quality of optical and ink 500 PPI fingerprints to operational recognition
`
`https://www.nist.gov/services-resources/software/nfiq-2
`
`1/5
`
`ASSA ABLOY Ex 1034 - Page 1
`ASSA ABLOY AB, et al. v. CPC Patent Technologies Pty Ltd.
`IPR2022-01093 - U.S. Patent No. 8,620,039
`
`

`

`7/27/23, 8:09 PM
`
`NFIQ 2 | NIST
`
`performance. This allows quality values to be tightly defined and then numerically
`calibrated, which in turn allows for the standardization needed to support a
`worldwide deployment of fingerprint sensors with universally interpretable image
`qualities. NFIQ 2 quality features are formally standardized as part of ISO/IEC
`29794-4 (http://www.iso.org/iso/catalogue_detail.htm?csnumber=62791) and serve as the
`reference implementation of the standard.
`
`Source code
`
`Development of NFIQ 2 occurs on the official NFIQ 2 GitHub
`(https://github.com/usnistgov/NFIQ2).
`
`Downloads
`
`Installers for major releases are available on the Releases tab of the official NFIQ 2
`GitHub (https://github.com/usnistgov/NFIQ2/releases). These downloads include a
`command-line interface for a variety of platforms, as well as development files for
`third-party integrators.
`
`Presentations/Reports
`
`12 January 2022: ISO/IEC 29794-4 Implementation: Updates and
`Weaknesses (https://www.nist.gov/document/nfiq-22-update-and-weaknesses)
`Presentation to ISO/IEC JTC1/SC 37/WG 3 on the release of NFIQ 2.2.
`12 July 2021: NIST Interagency Report 8382: NFIQ 2 Report
`(https://www.nist.gov/publications/nist-fingerprint-image-quality-2)
`15 June 2021: Workshop on Fingerprint Image Quality (NFIQ 2.1)
`(https://eab.org/events/program/248)
`Two days of presentations and videos about NFIQ 2 at this website.
`26 March 2014: NISTIR 7973: Towards NFIQ II Lite, Self Organizing Maps
`for Fingerprint Image Quality Assessment
`(https://www.nist.gov/publications/towards-nfiq-ii-lite-self-organizing-maps-fingerprint-
`image-quality-assessment)
`01-04 April 2014: IBPC 2014 (https://www.nist.gov/itl/iad/image-group/ibpc-2014-
`presentations)
`Oliver Bausinger (BSI): NFIQ 2.0 Adoption and use-cases: in EU:e-
`passport, EU-VIS and U.S
`(https://www.nist.gov/document/03tuesdaybausinger20140328bausingernfiq20usecase
`sibpc2014pdf)
`
`https://www.nist.gov/services-resources/software/nfiq-2
`
`2/5
`
`ASSA ABLOY Ex 1034 - Page 2
`ASSA ABLOY AB, et al. v. CPC Patent Technologies Pty Ltd.
`IPR2022-01093 - U.S. Patent No. 8,620,039
`
`

`

`7/27/23, 8:09 PM
`
`NFIQ 2 | NIST
`
`Martin Olsen and Christoph Busch (Hochschule
`Darmstadt): Standardization :: ISO/IEC 29794-4 mapping NFIQ 2.0
`quality components to impairments
`(https://www.nist.gov/document/02tuesdayolsen20140401olsenmartinqualityfeaturesnf
`iq2flagspdf)
`Michael Schwaiger (Secunet) + Elham Tabassi (NIST) NFIQ 2.0 open
`source: Operational release + Development kit
`(https://www.nist.gov/document/04tuesdayschwaigernfiq2-operational-
`developmentpdf)
`Elham Tabassi (NIST): NFIQ 2.0::Design, implementation, and
`performance evaluation (https://www.nist.gov/document/nfiqslidesibpcfinalpdf)
`17 September 2013: NFIQ 2 Core Technical Specification
`(https://www.nist.gov/document/nfiq2slidesbcc2013tabassifinalpdf), presented at
`the 2013 Biometrics Consortium Conference in Tampa, Florida (17–19 Sept
`2013).
`26 April 2013: NFIQ 2 Workshop (2013) (https://www.nist.gov/itl/iad/image-
`group/nfiq-2-workshop-2013)
`05 June 2012: Version 0.5 of the NFIQ2 Feature Definitions Document
`(https://www.nist.gov/document/nfiq-2qualityfeaturedefin-ver05pdf).
`05 March 2012: NFIQ 2 Workshop (2012) (https://www.nist.gov/itl/iad/image-
`group/nfiq-2-workshop-2012)
`25 February 2010: Initial call for participation
`(https://www.nist.gov/document/nfiq2callforparticipationv00pdf-0) for NFIQ 2
`development.
`
`Related Publications
`
`NIST Fingerprint Image Quality 2 (https://www.nist.gov/publications/nist-fingerprint-image-
`quality-2)
`Information technology (https://www.nist.gov/topic-terms/information-technology) and
`Biometrics (https://www.nist.gov/topic-terms/biometrics)
`
`System/Platform Requirements
`
`NIST supplies installers for:
`
`Windows 10 (32/64-bit)
`macOS 10.15 (Intel)
`macOS 12 (Intel, M1)
`Ubuntu 20.04 LTS
`Red Hat Enterprise Linux/CentOS 7 (64-bit)
`
`https://www.nist.gov/services-resources/software/nfiq-2
`
`3/5
`
`ASSA ABLOY Ex 1034 - Page 3
`ASSA ABLOY AB, et al. v. CPC Patent Technologies Pty Ltd.
`IPR2022-01093 - U.S. Patent No. 8,620,039
`
`

`

`7/27/23, 8:09 PM
`
`NFIQ 2 | NIST
`
`Red Hat Enterprise Linux/CentOS 8 (64-bit)
`Raspberry Pi OS 2021 (32-bit)
`
`Licensing Information
`
`Public domain license (https://github.com/usnistgov/NFIQ2/blob/master/LICENSE.md)
`
`Download Information
`
`https://github.com/usnistgov/NFIQ2/releases
`(https://github.com/usnistgov/NFIQ2/releases)
`
`Documentation/User Guide
`
`API documentation (https://pages.nist.gov/NFIQ2/docs/git-master/) for NFIQ 2 is available
`on the official NFIQ 2 GitHub (https://github.com/usnistgov/NFIQ2). Details about the
`technical implementation of NFIQ 2 can be found in the NFIQ 2 Report
`(https://doi.org/10.6028/NIST.IR.8382) as well as ISO/IEC 29794-4
`(http://www.iso.org/iso/catalogue_detail.htm?csnumber=62791).
`
`References/Credits/Disclaimers
`
`NFIQ 2 employs FingerJet FX OSE
`(https://github.com/FingerJetFXOSE/FingerJetFXOSE) under the terms of version 3 of
`the GNU Lesser General Public License (https://www.gnu.org/licenses/lgpl-3.0.en.html),
`OpenCV (https://github.com/opencv/opencv) under the terms of version 2 of the Apache
`license (https://www.apache.org/licenses/LICENSE-2.0.html), and Biometric Evaluation
`(https://github.com/usnistgov/libbiomeval), digestpp (https://github.com/kerukuro/digestpp),
`and NFIR (https://github.com/usnistgov/nfir) under a public domain license.
`
`Related Project
`
`Biometric Quality (https://www.nist.gov/programs-projects/biometric-quality)
`
`Contact
`
`NFIQ 2 POC
`
`Elham Tabassi (https://www.nist.gov/people/elham-tabassi)
`
`https://www.nist.gov/services-resources/software/nfiq-2
`
`4/5
`
`ASSA ABLOY Ex 1034 - Page 4
`ASSA ABLOY AB, et al. v. CPC Patent Technologies Pty Ltd.
`IPR2022-01093 - U.S. Patent No. 8,620,039
`
`

`

`7/27/23, 8:09 PM
`
`NFIQ 2 | NIST
`
`elham.tabassi@nist.gov (https://www.nist.govmailto:elham.tabassi@nist.gov)
`(301) 975-5292
`NFIQ 2 Team
`nfiq2@nist.gov (https://www.nist.govmailto:nfiq2@nist.gov)
`Created February 11, 2011, Updated January 11, 2023
`
`https://www.nist.gov/services-resources/software/nfiq-2
`
`5/5
`
`ASSA ABLOY Ex 1034 - Page 5
`ASSA ABLOY AB, et al. v. CPC Patent Technologies Pty Ltd.
`IPR2022-01093 - U.S. Patent No. 8,620,039
`
`

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