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Understanding before Transmission (UBT): Hashing-based Semantic Communication Model

conference contribution
posted on 2023-06-14, 02:04 authored by Shiva PokhrelShiva Pokhrel, Jinho ChoiJinho Choi
In Shannon's theory, semantic aspects of communication were identified but considered irrelevant to the technical communication problems. However, semantic communication techniques have recently attracted renewed research interests in 6G because they have the capability to support an efficient interpretation of the meaning intended by the sender (or accomplishment of the goal) when dealing with multi-dimensional data such as videos, images, audio, sentences, documents etc. We propose a new hashing-based semantic communication, where our learning objective is the "semantic extraction"to produce optimal binary signatures (hash codes) by supervised learning. We evaluate the proposed framework over large image data sets and demonstrate its effectiveness in bulk transmission.

History

Volume

2023-March

Location

Glasgow, United Kingdom

Start date

2023-03-26

End date

2023-03-29

ISSN

1525-3511

eISSN

1558-2612

ISBN-13

9781665491228

Language

English

Title of proceedings

IEEE Wireless Communications and Networking Conference, WCNC

Event

2023 IEEE Wireless Communications and Networking Conference (WCNC)

Publisher

IEEE

Place of publication

Piscataway, N.J.

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