ConferencingSpeech 2022 Challenge: Non-intrusive Objective Speech Quality Assessment (NISQA) Challenge for Online Conferencing Applications
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Abstract (arXiv)
With the advances in speech communication systems such as online conferencing applications, we can seamlessly work with people regardless of where they are. However, during online meetings, speech quality can be significantly affected by background noise, reverberation, packet loss, network jitter, etc. Because of its nature, speech quality is traditionally assessed in subjective tests in laboratories and lately also in crowdsourcing following the international standards from ITU-T Rec. P.800 series. However, those approaches are costly and cannot be applied to customer data. Therefore, an effective objective assessment approach is needed to evaluate or monitor the speech quality of the ongoing conversation. The ConferencingSpeech 2022 challenge targets the non-intrusive deep neural network models for the speech quality assessment task. We open-sourced a training corpus with more than 86K speech clips in different languages, with a wide range of synthesized and live degradations and their corresponding subjective quality scores through crowdsourcing. 18 teams submitted their models for evaluation in this challenge. The blind test sets included about 4300 clips from wide ranges of degradations. This paper describes the challenge, the datasets, and the evaluation methods and reports the final results.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Mar 2022.
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Citing papers per year: 2022: 2; 2023: 6; 2024: 2; 2025: 3; 2026: 2.
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- 2023Perceive and predict: self-supervised speech representation based loss functions for speech enhancementcited by 8
- 2023On the Use of Self-Supervised Speech Representations in Spontaneous Speech Synthesiscited by 4
- 2023Non-Intrusive Speech Intelligibility Prediction for Hearing Aids using Whisper and Metadatacited by 4
- 2022Efficient Speech Quality Assessment using Self-supervised Framewise Embeddingscited by 2
- 2023Multi-Task Pseudo-Label Learning for Non-Intrusive Speech Quality Assessment Modelcited by 1
- 2023EventTrojan: Manipulating Non-Intrusive Speech Quality Assessment via Imperceptible Eventscited by 1
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systemscited by 1
- 2025WhiSQA: Non-Intrusive Speech Quality Prediction Using Whisper Encoder Featurescited by 1
- 2025Enhanced Generative Machine Listenercited by 1
- 2022Speech MOS multi-task learning and rater bias correctioncited by 0
- 2023Personalized Audio Quality Preference Predictioncited by 0
- 2024A multidimensional measurement of photorealistic avatar quality of experiencecited by 0
3 more
- 2025MMMOS: Multi-domain Multi-axis Audio Quality Assessmentcited by 0
- 2026SA-SSL-MOS: Self-supervised Learning MOS Prediction with Spectral Augmentation for Generalized Multi-Rate Speech Assessmentcited by 0
- 2026DAMOS: Learning Distortion-Aware Speech Quality Assessment through Explicit Distortion Localizationcited by 0
- 2026DAMOS: Learning Distortion-Aware Speech Quality Assessment through Explicit Distortion Localization21 Aug 2026
- 2026SA-SSL-MOS: Self-supervised Learning MOS Prediction with Spectral Augmentation for Generalized Multi-Rate Speech Assessment16 Feb 2026
- 2025Enhanced Generative Machine Listener25 Sep 2025
- 2025WhiSQA: Non-Intrusive Speech Quality Prediction Using Whisper Encoder Features4 Aug 2025
- 2025MMMOS: Multi-domain Multi-axis Audio Quality Assessment5 Jul 2025
- 2024A multidimensional measurement of photorealistic avatar quality of experience13 Nov 2024
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systems18 Jul 2024
- 2023Non-Intrusive Speech Intelligibility Prediction for Hearing Aids using Whisper and Metadata18 Sep 2023
- 2023EventTrojan: Manipulating Non-Intrusive Speech Quality Assessment via Imperceptible Events4 Sep 2023
- 2023Multi-Task Pseudo-Label Learning for Non-Intrusive Speech Quality Assessment Model18 Aug 2023
- 2023On the Use of Self-Supervised Speech Representations in Spontaneous Speech Synthesis11 Jul 2023
- 2023Personalized Audio Quality Preference Prediction16 Feb 2023
- 2023Perceive and predict: self-supervised speech representation based loss functions for speech enhancementcited by 8
- 2023On the Use of Self-Supervised Speech Representations in Spontaneous Speech Synthesiscited by 4
- 2023Non-Intrusive Speech Intelligibility Prediction for Hearing Aids using Whisper and Metadatacited by 4
- 2022Efficient Speech Quality Assessment using Self-supervised Framewise Embeddingscited by 2
- 2023Multi-Task Pseudo-Label Learning for Non-Intrusive Speech Quality Assessment Modelcited by 1
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systemscited by 1
- 2025WhiSQA: Non-Intrusive Speech Quality Prediction Using Whisper Encoder Featurescited by 1
- 2025Enhanced Generative Machine Listenercited by 1
- 2022Speech MOS multi-task learning and rater bias correctioncited by 0
- 2023Personalized Audio Quality Preference Predictioncited by 0
- 2024A multidimensional measurement of photorealistic avatar quality of experiencecited by 0
- 2025MMMOS: Multi-domain Multi-axis Audio Quality Assessmentcited by 0
12 most cited of 14 All 14 (JSON)
- 2026DAMOS: Learning Distortion-Aware Speech Quality Assessment through Explicit Distortion Localization21 Aug 2026
- 2026SA-SSL-MOS: Self-supervised Learning MOS Prediction with Spectral Augmentation for Generalized Multi-Rate Speech Assessment16 Feb 2026
- 2025Enhanced Generative Machine Listener25 Sep 2025
- 2025WhiSQA: Non-Intrusive Speech Quality Prediction Using Whisper Encoder Features4 Aug 2025
- 2025MMMOS: Multi-domain Multi-axis Audio Quality Assessment5 Jul 2025
- 2024A multidimensional measurement of photorealistic avatar quality of experience13 Nov 2024
- 2024Preset-Voice Matching for Privacy Regulated Speech-to-Speech Translation Systems18 Jul 2024
- 2023Non-Intrusive Speech Intelligibility Prediction for Hearing Aids using Whisper and Metadata18 Sep 2023
- 2023Multi-Task Pseudo-Label Learning for Non-Intrusive Speech Quality Assessment Model18 Aug 2023
- 2023On the Use of Self-Supervised Speech Representations in Spontaneous Speech Synthesis11 Jul 2023
- 2023Personalized Audio Quality Preference Prediction16 Feb 2023
- 2023Perceive and predict: self-supervised speech representation based loss functions for speech enhancement11 Jan 2023
12 newest of 14 All 14 (JSON)