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Speech Enhancement—A Review of Modern Methods

Douglas O’Shaughnessy

2024IEEE Transactions on Human-Machine Systems32 citationsDOI

Abstract

A review of techniques to improve distorted speech is presented, noting the strengths and weaknesses of common methods. Speech signals are discussed from the point of view of which features should be preserved to retain both naturalness and intelligibility. Enhancement methods range from classical spectral subtraction and Wiener filtering to recent deep neural network approaches. The difficulty of finding objective acoustic measures that approximate perceptual speech quality is discussed. Suggestions to improve these methods are made.

Topics & Concepts

NaturalnessIntelligibility (philosophy)Speech enhancementComputer scienceSpeech recognitionStrengths and weaknessesPerceptionArtificial intelligencePsychologyNoise reductionPhysicsSocial psychologyNeuroscienceQuantum mechanicsPhilosophyEpistemologySpeech and Audio ProcessingAdvanced Adaptive Filtering TechniquesSpeech Recognition and Synthesis
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