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ISO/IEC 15938-17

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

inactive
Organization: ISO
Publication Date: 1 August 2022
Status: inactive
Page Count: 86
ICS Code (Coding of audio, video, multimedia and hypermedia information): 35.040.40
scope:

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.

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.

Document History

January 1, 2024
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,...
ISO/IEC 15938-17
August 1, 2022
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,...

References

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