ISO/IEC 29794-5:2025
(Main)Information technology — Biometric sample quality — Part 5: Face image data
Information technology — Biometric sample quality — Part 5: Face image data
This document establishes requirements on implementations that quantify how a face image’s properties conform with those of canonical face images, for example those specified in ISO/IEC 39794-5:2019, Clause D.1, for three use-cases: 1) collection of reference samples for ID documents; 2) sample system enrolment; and 3) probes for instantaneous response. This document also establishes terms and definitions for quantifying face image quality and specifies methods for quantifying the quality of face images. This document does not establish requirements on: — assessing the quality of pairs or sequences of images; NOTE This document establishes requirements for software that inspects exactly one image. This document does not establish requirements for software that compares two or more images (such as biometric recognition). However, the computations of this document can be applied separately to each image in a pair or sequence. — assessing the quality of 3D captures; — encodings of face image quality data; — performance evaluation of face image quality assessment algorithms. The use cases within scope of this document primarily address the assessment of images from data capture subjects who consent to processing of their biometric data, or for whom biometric capture is operationally authorized.
Technologies de l'information — Qualité d'échantillon biométrique — Partie 5: Données d'image de face
General Information
Relations
Standards Content (Sample)
International
Standard
ISO/IEC 29794-5
First edition
Information technology —
2025-04
Biometric sample quality —
Part 5:
Face image data
Technologies de l'information — Qualité d'échantillon
biométrique —
Partie 5: Données d'image de face
Reference number
© ISO/IEC 2025
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© ISO/IEC 2025 – All rights reserved
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Contents Page
Foreword .v
Introduction .vi
1 Scope . 1
2 Normative references . 1
3 Terms and definitions . 2
4 Abbreviated terms . 4
5 Conformance . 4
6 Common computations . 6
6.1 Overview .6
6.2 Conversion of 16 bits per channel images to 8 bits per channel images .7
6.3 Conversion of high bit-depth images to 8 bit greyscale or 24 bit colour images .7
6.4 Face detection.7
6.5 Face landmark estimation .8
6.6 Landmarked region segmentation .10
6.7 Face alignment .11
6.8 Face parsing . 12
6.9 Face occlusion segmentation . 13
6.10 Computing eye centres and inter-eye distance .14
6.11 Head pose estimation . 15
6.12 Conversion of 8-bits-per-channel colour images to luminance .16
6.13 Conversion of 8-bits-per-channel colour images to CIELAB space .17
6.14 Handling of greyscale images . .18
6.15 Luminance histogram .18
6.16 Entropy .18
6.17 Expressing binary quantities as continuous values .18
6.18 Representation and arithmetic of real and integer numbers .18
6.19 Normalization of image colour values .19
7 Quality measures . 19
7.1 General .19
7.2 Quality score (unified) . . 20
7.2.1 Description . 20
7.2.2 Computation of the native quality measure . 20
7.2.3 Mapping the computation result to the target range of the quality component .21
7.3 Capture-related quality components .21
7.3.1 General .21
7.3.2 Background uniformity . .21
7.3.3 Illumination uniformity . 22
7.3.4 Moments of the luminance distribution . 23
7.3.5 Under-exposure prevention . 25
7.3.6 Over-exposure prevention . 25
7.3.7 Dynamic range . 26
7.3.8 Sharpness . . .27
7.3.9 No compression artefacts . 28
7.3.10 Natural colour . 29
7.4 Subject-related quality components . 30
7.4.1 General . 30
7.4.2 Single face present . 30
7.4.3 Eyes open .31
7.4.4 Mouth closed .32
7.4.5 Eyes visible .32
7.4.6 Mouth occlusion prevention . 33
7.4.7 Face occlusion prevention . 34
© ISO/IEC 2025 – All rights reserved
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7.4.8 Inter-eye distance . . 34
7.4.9 Head size . 35
7.4.10 Crop of the face image . 36
7.4.11 Head pose . 38
7.4.12 Expression neutrality . 39
7.4.13 No head covering . 40
8 Face image quality block . 41
8.1 Binary encoding .41
8.2 XML encoding .41
8.3 Organization identifiers .41
8.4 Algorithm identifiers .41
Annex A (normative) Conformance test assertions .44
Annex B (informative) Quantitative goal for face image QAAs .50
Annex C (informative) Applications of quality measures .53
Annex D (informative) Quality requirements with no quality measure .56
Annex E (informative) OFIQ testing reports .58
Annex F (informative) Guidance for sequential use of ISO/IEC 29794-5 quality components .59
Bibliography .60
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