Information technology — Multimedia content description interface — Part 17: Compression of neural networks for multimedia content description and analysis

This document specifies Neural Network Coding (NNC) as a compressed representation of the parameters/weights of a trained neural network and a decoding process for the compressed representation, complementing the description of the network topology in existing (exchange) formats for neural networks. It establishes a toolbox of compression methods, specifying (where applicable) the resulting elements of the compressed bitstream. Most of these tools can be applied to the compression of entire neural networks, and some of them can also be applied to the compression of differential updates of neural networks with respect to a base network. Such differential updates are for example useful when models are redistributed after fine-tuning or transfer learning, or when providing versions of a neural network with different compression ratios. This document does not specify a complete protocol for the transmission of neural networks, but focuses on compression of network parameters. Only the syntax format, semantics, associated decoding process requirements, parameter sparsification, parameter transformation methods, parameter quantization, entropy coding method and integration/signalling within existing exchange formats are specified, while other matters such as pre-processing, system signalling and multiplexing, data loss recovery and post-processing are considered to be outside the scope of this document. Additionally, the internal processing steps performed within a decoder are also considered to be outside the scope of this document; only the externally observable output behaviour is required to conform to the specifications of this document.

Technologies de l'information — Interface de description du contenu multimédia — Partie 17: Compression des réseaux neuronaux pour la description et l'analyse du contenu multimédia

General Information

Status
Published
Publication Date
09-Jan-2024
Current Stage
6060 - International Standard published
Start Date
10-Jan-2024
Due Date
26-Feb-2024
Completion Date
10-Jan-2024
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FINAL
INTERNATIONAL ISO/IEC
DRAFT
STANDARD FDIS
15938-17
ISO/IEC JTC 1/SC 29
Information technology — Multimedia
Secretariat: JISC
content description interface —
Voting begins on:
2023-10-10
Part 17:
Voting terminates on:
Compression of neural networks for
2023-12-05
multimedia content description and
analysis
Technologies de l'information — Interface de description du contenu
multimédia —
Partie 17: Compression des réseaux neuronaux pour la description et
l'analyse du contenu multimédia
RECIPIENTS OF THIS DRAFT ARE INVITED TO
SUBMIT, WITH THEIR COMMENTS, NOTIFICATION
OF ANY RELEVANT PATENT RIGHTS OF WHICH
THEY ARE AWARE AND TO PROVIDE SUPPOR TING
DOCUMENTATION.
IN ADDITION TO THEIR EVALUATION AS
Reference number
BEING ACCEPTABLE FOR INDUSTRIAL, TECHNO-
ISO/IEC FDIS 15938-17:2023(E)
LOGICAL, COMMERCIAL AND USER PURPOSES,
DRAFT INTERNATIONAL STANDARDS MAY ON
OCCASION HAVE TO BE CONSIDERED IN THE
LIGHT OF THEIR POTENTIAL TO BECOME STAN-
DARDS TO WHICH REFERENCE MAY BE MADE IN
NATIONAL REGULATIONS. © ISO/IEC 2023

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ISO/IEC FDIS 15938-17:2023(E)
FINAL
INTERNATIONAL ISO/IEC
DRAFT
STANDARD FDIS
15938-17
ISO/IEC JTC 1/SC 29
Information technology — Multimedia
Secretariat: JISC
content description interface —
Voting begins on:
Part 17:
Voting terminates on:
Compression of neural networks for
multimedia content description and
analysis
Technologies de l'information — Interface de description du contenu
multimédia —
Partie 17: Compression des réseaux neuronaux pour la description et
l'analyse du contenu multimédia
COPYRIGHT PROTECTED DOCUMENT
© ISO/IEC 2023
All rights reserved. Unless otherwise specified, or required in the context of its implementation, no part of this publication may
be reproduced or utilized otherwise in any form or by any means, electronic or mechanical, including photocopying, or posting on
the internet or an intranet, without prior written permission. Permission can be requested from either ISO at the address below
or ISO’s member body in the country of the requester.
RECIPIENTS OF THIS DRAFT ARE INVITED TO
ISO copyright office
SUBMIT, WITH THEIR COMMENTS, NOTIFICATION
OF ANY RELEVANT PATENT RIGHTS OF WHICH
CP 401 • Ch. de Blandonnet 8
THEY ARE AWARE AND TO PROVIDE SUPPOR TING
CH-1214 Vernier, Geneva
DOCUMENTATION.
Phone: +41 22 749 01 11
IN ADDITION TO THEIR EVALUATION AS
Reference number
Email: copyright@iso.org
BEING ACCEPTABLE FOR INDUSTRIAL, TECHNO­
ISO/IEC FDIS 15938­17:2023(E)
Website: www.iso.org
LOGICAL, COMMERCIAL AND USER PURPOSES,
DRAFT INTERNATIONAL STANDARDS MAY ON
Published in Switzerland
OCCASION HAVE TO BE CONSIDERED IN THE
LIGHT OF THEIR POTENTIAL TO BECOME STAN­
DARDS TO WHICH REFERENCE MAY BE MADE IN
ii
  © ISO/IEC 2023 – All rights reserved
NATIONAL REGULATIONS. © ISO/IEC 2023

---------------------- Page: 2 ----------------------
ISO/IEC FDIS 15938-17:2023(E)
Contents Page
Foreword .v
Introduction . vi
1 Scope . 1
2 Normative references . 1
3 Terms and definitions . 1
4 Abbreviated terms, conventions and symbols . 3
4.1 General . 3
4.2 Abbreviated terms . 3
4.3 List of symbols . 3
4.4 Number formats and computation conventions .
...

© ISO/IEC – All rights reserved
ISO/IEC FDIS 15938-17:xxxx(E)
ISO /IEC JTC 1/SC 29/WG 11
Secretariat: JISC
Date: 2023-09-26
Information technology — Multimedia content description
interface — —
Part 17:
Compression of neural networks for multimedia content
description and analysis

Technologies de l'information — Interface de description du contenu multimédia —
Partie 17: Compression des réseaux neuronaux pour la description et l'analyse du contenu multimédia
FDIS stage

Warning for WDs and CDs
This document is not an ISO International Standard. It is distributed for review and comment. It is subject to
change without notice and may not be referred to as an International Standard.
Recipients of this draft are invited to submit, with their comments, notification of any relevant patent rights of
which they are aware and to provide supporting documentation.

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ISO #####-#:####(X)


2 © ISO #### – All rights reserved

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© ISO/IEC – All rights reserved
© ISO 20XX
© ISO/IEC 2023 – All rights reserved

---------------------- Page: 3 ----------------------
ISO/IEC DIS FDIS 15938-17:xxxx2023(E)
© ISO/IEC 2023
All rights reserved. Unless otherwise specified, or required in the context of its implementation, no part of this
publication may be reproduced or utilized otherwise in any form or by any means, electronic or mechanical,
including photocopying, or posting on the internet or an intranet, without prior written permission. Permission can
be requested from either ISO at the address below or ISO’s member body in the country of the requester.
ISO copyright office
CP 401 • Ch. de Blandonnet 8
CH-1214 Vernier, Geneva
Phone: + 41 22 749 01 11
EmailE-mail: copyright@iso.org
Website: www.iso.orgwww.iso.org
Published in Switzerland
iv © ISO 2022 /IEC 2023 – All rights reserved

---------------------- Page: 4 ----------------------
ISO/IEC DIS FDIS 15938-17:xxxx2023(E)
Contents
Foreword . viii
Introduction . x
1 Scope . 1
2 Normative references . 1
3 Terms and definitions . 1
4 Abbreviated terms, conventions and symbols . 3
4.1 General . 3
4.2 Abbreviated terms . 3
4.3 List of symbols. 3
4.4 Number formats and computation conventions . 8
4.5 Arithmetic operators . 9
4.6 Logical operators . 10
4.7 Relational operators . 10
4.8 Bit-wise operators . 10
4.9 Assignment operators . 11
4.10 Range notation . 12
4.11 Mathematical functions .
...

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