Zero Perception Error Rate-Distortion for Semantic Communication
Choi, Jinho; Nam, Hyelin; Park, Jihong; Ko, Seung-Woo; Kim, Seong-Lyun
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https://hdl.handle.net/2142/130281
Description
Title
Zero Perception Error Rate-Distortion for Semantic Communication
Author(s)
Choi, Jinho
Nam, Hyelin
Park, Jihong
Ko, Seung-Woo
Kim, Seong-Lyun
Issue Date
2025-09-17
Keyword(s)
Rate-distortion theory
Semantic communication
Zero perception error
Abstract
In this paper, we explore the rate-distortion theory for semantic communication with zero perception error (ZEPE). By incorporating a ZEPE constraint, the decoder can generate a reconstructed signal that maintains ZEPE while satisfying a given distortion constraint. This approach can be viewed as a special case of the conventional rate-distortion framework. We derive the optimal transition probability and extend the ZEPE rate-distortion framework to include inferred latent variables, which can capture the semantic meaning of the observed signal. For practical implementations, we discuss the use of generative models such as variational autoencoders (VAEs).
Publisher
Allerton Conference on Communication, Control, and Computing
Series/Report Name or Number
2025 61st Allerton Conference on Communication, Control, and Computing Proceedings
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