An individualized super Gaussian single microphone Speech Enhancement for hearing aid users with smartphone as an assistive device
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Abstract (arXiv)
In this letter, we derive a new super Gaussian Joint Maximum a Posteriori based single microphone speech enhancement gain function. The developed Speech Enhancement method is implemented on a smartphone, and this arrangement functions as an assistive device to hearing aids. We introduce a tradeoff parameter in the derived gain function that allows the smartphone user to customize their listening preference, by controlling the amount of noise suppression and speech distortion in real-time based on their level of hearing comfort perceived in noisy real world acoustic environment. Objective quality and intelligibility measures show the effectiveness of the proposed method in comparison to benchmark techniques considered in this paper. Subjective results reflect the usefulness of the developed Speech Enhancement application in real-world noisy conditions at signal to noise ratio levels of 0 dB and 5 dB.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 10 Dec 2018.
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Citing papers per year: 2021: 2; 2022: 1; 2023: 1.
4 papers.
- 2021Interspeech 2021 Deep Noise Suppression Challengecited by 47
- 2022A Systematic Comparison of Phonetic Aware Techniques for Speech Enhancementcited by 5
- 2023ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learningcited by 2
- 2021AIDA: An Active Inference-based Design Agent for Audio Processing Algorithmscited by 0
- 2023ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective Learning11 Dec 2023
- 2022A Systematic Comparison of Phonetic Aware Techniques for Speech Enhancement22 Jun 2022
- 2021AIDA: An Active Inference-based Design Agent for Audio Processing Algorithms26 Dec 2021
- 2021Interspeech 2021 Deep Noise Suppression Challenge6 Jan 2021