---
title: "IEEE/ACM Transactions on Audio Speech and Language"
description: "IEEE/ACM Transactions on Audio Speech and Language Processing 2021 — papers: 2 papers in the Elamur Research library, with our…"
canonical: "https://research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/2021/"
---
[Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/2021/)

[home](https://md.research.elamur.ai/free/en/) / [venues](https://md.research.elamur.ai/free/en/venues/) / [IEEE/ACM Transactions on Audio Speech…](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/) / 2021

# IEEE/ACM Transactions on Audio Speech and Language Processing 2021 — papers

The works of IEEE/ACM Transactions on Audio Speech and Language Processing published in 2021 that our library holds (publisher: Institute of Electrical and Electronics Engineers): 2 works, listed below with the most cited first; each has a page with our summary, its key points and its references.

[**281** works that year](#all) · [**2** works in our library](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/2021/#works) · [**4,173** citations of these works](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/2021/#works)

## Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. **[HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units](https://md.research.elamur.ai/free/en/papers/hsu-2021-hubert-self-supervised-speech-representation/)**Wei-Ning Hsu, Benjamin Bolte, Yao-Hung Hubert Tsai et al.*2,919 citations · our summary*
2. **[Pre-Training With Whole Word Masking for Chinese BERT](https://md.research.elamur.ai/free/en/papers/cui-2019-pre-training-whole-word-masking/)**Yiming Cui, Wanxiang Che, Ting Liu et al.*1,181 citations · our summary*
3. **[SoundStream: An End-to-End Neural Audio Codec](https://md.research.elamur.ai/free/en/papers/zeghidour-2021-soundstream-end-end-neural-audio/)**Neil Zeghidour, Alejandro Luebs, Ahmed Omran et al.*610 citations · our summary*
4. **[FSD50K: An Open Dataset of Human-Labeled Sound Events ↗](https://doi.org/10.1109/taslp.2021.3133208)**Eduardo Fonseca, Xavier Favory, Jordi Pons et al.*449 citations*
5. **[An Overview of Deep-Learning-Based Audio-Visual Speech Enhancement and Separation ↗](https://doi.org/10.1109/taslp.2021.3066303)**Daniel Michelsanti, Zheng‐Hua Tan, Shi-Xiong Zhang et al.*316 citations*
6. **[TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech ↗](https://doi.org/10.1109/taslp.2021.3095662)**Andy T. Liu, Shang-Wen Li, Hung-yi Lee*312 citations*
7. **[CTNet: Conversational Transformer Network for Emotion Recognition ↗](https://doi.org/10.1109/taslp.2021.3049898)**Zheng Lian, Bin Liu, Jianhua Tao*296 citations*
8. **[Wavesplit: End-to-End Speech Separation by Speaker Clustering ↗](https://doi.org/10.1109/taslp.2021.3099291)**Neil Zeghidour, David Grangier*257 citations*
9. **[Two Heads are Better Than One: A Two-Stage Complex Spectral Mapping Approach for Monaural Speech Enhancement ↗](https://doi.org/10.1109/taslp.2021.3079813)**Andong Li, Wenzhe Liu, Chengshi Zheng et al.*192 citations*
10. **[Dense CNN With Self-Attention for Time-Domain Speech Enhancement ↗](https://doi.org/10.1109/taslp.2021.3064421)**Ashutosh Pandey, DeLiang Wang*182 citations*

## All works of the year (281)

The most cited first; 2 with our summary link to their page here, the others to the original.

1. **[HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units](https://md.research.elamur.ai/free/en/papers/hsu-2021-hubert-self-supervised-speech-representation/)**Wei-Ning Hsu, Benjamin Bolte, Yao-Hung Hubert Tsai et al.*2,919 citations · our summary*
2. **[Pre-Training With Whole Word Masking for Chinese BERT](https://md.research.elamur.ai/free/en/papers/cui-2019-pre-training-whole-word-masking/)**Yiming Cui, Wanxiang Che, Ting Liu et al.*1,181 citations · our summary*
3. **[SoundStream: An End-to-End Neural Audio Codec](https://md.research.elamur.ai/free/en/papers/zeghidour-2021-soundstream-end-end-neural-audio/)**Neil Zeghidour, Alejandro Luebs, Ahmed Omran et al.*610 citations · our summary*
4. **[FSD50K: An Open Dataset of Human-Labeled Sound Events ↗](https://doi.org/10.1109/taslp.2021.3133208)**Eduardo Fonseca, Xavier Favory, Jordi Pons et al.*449 citations*
5. **[An Overview of Deep-Learning-Based Audio-Visual Speech Enhancement and Separation ↗](https://doi.org/10.1109/taslp.2021.3066303)**Daniel Michelsanti, Zheng‐Hua Tan, Shi-Xiong Zhang et al.*316 citations*
6. **[TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech ↗](https://doi.org/10.1109/taslp.2021.3095662)**Andy T. Liu, Shang-Wen Li, Hung-yi Lee*312 citations*
7. **[CTNet: Conversational Transformer Network for Emotion Recognition ↗](https://doi.org/10.1109/taslp.2021.3049898)**Zheng Lian, Bin Liu, Jianhua Tao*296 citations*
8. **[Wavesplit: End-to-End Speech Separation by Speaker Clustering ↗](https://doi.org/10.1109/taslp.2021.3099291)**Neil Zeghidour, David Grangier*257 citations*
9. **[Two Heads are Better Than One: A Two-Stage Complex Spectral Mapping Approach for Monaural Speech Enhancement ↗](https://doi.org/10.1109/taslp.2021.3079813)**Andong Li, Wenzhe Liu, Chengshi Zheng et al.*192 citations*
10. **[Dense CNN With Self-Attention for Time-Domain Speech Enhancement ↗](https://doi.org/10.1109/taslp.2021.3064421)**Ashutosh Pandey, DeLiang Wang*182 citations*
11. **[PSLA: Improving Audio Tagging With Pretraining, Sampling, Labeling, and Aggregation ↗](https://doi.org/10.1109/taslp.2021.3120633)**Yuan Gong, Yu-An Chung, James Glass*162 citations*
12. **[The Detection of Parkinson's Disease From Speech Using Voice Source Information ↗](https://doi.org/10.1109/taslp.2021.3078364)**N. P. Narendra, Björn Wolfgang Schuller, Paavo Alku*127 citations*
13. **[FluentNet: End-to-End Detection of Stuttered Speech Disfluencies With Deep Learning ↗](https://doi.org/10.1109/taslp.2021.3110146)**Tedd Kourkounakis, Amirhossein Hajavi, Ali Etemad*109 citations*
14. **[High-Resolution Piano Transcription With Pedals by Regressing Onset and Offset Times ↗](https://doi.org/10.1109/taslp.2021.3121991)**Qiuqiang Kong, Bochen Li, Xuchen Song et al.*109 citations*
15. **[Recent Progress in the CUHK Dysarthric Speech Recognition System ↗](https://doi.org/10.1109/taslp.2021.3091805)**Shansong Liu, Mengzhe Geng, Shoukang Hu et al.*95 citations*
16. **[Multi-microphone Complex Spectral Mapping for Utterance-wise and Continuous Speech Separation ↗](https://doi.org/10.1109/taslp.2021.3083405)**Zhong-Qiu Wang, Peidong Wang, DeLiang Wang*90 citations*
17. **[Analyzing Multimodal Sentiment Via Acoustic- and Visual-LSTM With Channel-Aware Temporal Convolution Network ↗](https://doi.org/10.1109/taslp.2021.3068598)**Sijie Mai, Songlong Xing, Haifeng Hu*88 citations*
18. **[Expressive TTS Training With Frame and Style Reconstruction Loss ↗](https://doi.org/10.1109/taslp.2021.3076369)**Rui Liu, Berrak Şişman, Guanglai Gao et al.*85 citations*
19. **[Information Fusion in Attention Networks Using Adaptive and Multi-Level Factorized Bilinear Pooling for Audio-Visual Emotion Recognition ↗](https://doi.org/10.1109/taslp.2021.3096037)**Hengshun Zhou, Jun Du, Yuanyuan Zhang et al.*84 citations*
20. **[Speech Enhancement Using Multi-Stage Self-Attentive Temporal Convolutional Networks ↗](https://doi.org/10.1109/taslp.2021.3125143)**Ju Lin, Adriaan J. van Wijngaarden, Kuang‐Ching Wang et al.*84 citations*
21. **[Any-to-Many Voice Conversion With Location-Relative Sequence-to-Sequence Modeling ↗](https://doi.org/10.1109/taslp.2021.3076867)**Songxiang Liu, Yuewen Cao, Disong Wang et al.*83 citations*
22. **[Towards Model Compression for Deep Learning Based Speech Enhancement ↗](https://doi.org/10.1109/taslp.2021.3082282)**Ke Tan, DeLiang Wang*82 citations*
23. **[Speech Emotion Recognition Considering Nonverbal Vocalization in Affective Conversations ↗](https://doi.org/10.1109/taslp.2021.3076364)**Jia-Hao Hsu, Ming-Hsiang Su, Chung‐Hsien Wu et al.*77 citations*
24. **[Multimodal Emotion Recognition With Temporal and Semantic Consistency ↗](https://doi.org/10.1109/taslp.2021.3129331)**Bingzhi Chen, Qi Zhi Cao, Mi-Xiao Hou et al.*71 citations*
25. **[Objective Measures of Perceptual Audio Quality Reviewed: An Evaluation of Their Application Domain Dependence ↗](https://doi.org/10.1109/taslp.2021.3069302)**Matteo Torcoli, Thorsten Kastner, Jürgen Herre*71 citations*

[See all 281 papers in IEEE/ACM Transactions on Audio Speech and Language Processing 2021 — papers →](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/2021/papers/)

## Works with our summary in our library (2)

The most cited first (OpenAlex citations plus our library's).

1. **[HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units](https://md.research.elamur.ai/free/en/papers/hsu-2021-hubert-self-supervised-speech-representation/) [IEEE/ACM Transactions on Audio Speech and Language Processing](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/)**Wei-Ning Hsu, Benjamin Bolte, Yao-Hung Hubert Tsai, et al.*2021 · 3,446 citations*
2. **[SoundStream: An End-to-End Neural Audio Codec](https://md.research.elamur.ai/free/en/papers/zeghidour-2021-soundstream-end-end-neural-audio/) [IEEE/ACM Transactions on Audio Speech and Language Processing](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/)**Neil Zeghidour, Alejandro Luebs, Ahmed Omran, et al.*2021 · 727 citations*

## Top topics

Topics of its works in our library, with the number of works on each.

[Speech & spoken language (1)](https://md.research.elamur.ai/free/en/topics/speech/)

## Fields

[Arts and Humanities (2)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (2)](https://md.research.elamur.ai/free/en/shelves/computer-science/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**Abdelrahman Mohamed**1 work here · 3,446 citations](https://md.research.elamur.ai/free/en/authors/abdelrahman-mohamed/) · [🧑‍🔬**Benjamin Bolte**1 work here · 3,446 citations](https://md.research.elamur.ai/free/en/authors/benjamin-bolte/) · [🧑‍🔬**Kushal Lakhotia**1 work here · 3,446 citations](https://md.research.elamur.ai/free/en/authors/kushal-lakhotia/) · [🧑‍🔬**Ruslan Salakhutdinov**1 work here · 3,446 citations](https://md.research.elamur.ai/free/en/authors/ruslan-salakhutdinov/) · [🧑‍🔬**Wei-Ning Hsu**1 work here · 3,446 citations](https://md.research.elamur.ai/free/en/authors/wei-ning-hsu/) · [🧑‍🔬**Yao-Hung Hubert Tsai**1 work here · 3,446 citations](https://md.research.elamur.ai/free/en/authors/yao-hung-hubert-tsai/) · [🧑‍🔬**Marco Tagliasacchi**1 work here · 727 citations](https://md.research.elamur.ai/free/en/authors/marco-tagliasacchi/) · [🧑‍🔬**Neil Zeghidour**1 work here · 727 citations](https://md.research.elamur.ai/free/en/authors/neil-zeghidour/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🏢**Google** Mountain View · United States 1 work here](https://md.research.elamur.ai/free/en/companies/google/) · [🏢**Google (Switzerland)** Zurich · Switzerland 1 work here](https://md.research.elamur.ai/free/en/companies/google-switzerland/) · [🏢**Meta** Menlo Park · United States 1 work here](https://md.research.elamur.ai/free/en/companies/meta/) · [🎓**Carnegie Mellon University** Pittsburgh · United States 1 work here](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/)

works and citations from OpenAlex and our library.

- [← previous IEEE/ACM Transactions on Audio Speech and Language Processing 2019](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/2019/)
- [next → IEEE/ACM Transactions on Audio Speech and Language Processing 2022](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/2022/)
- [↑ back to IEEE/ACM Transactions on Audio Speech and Language Processing](https://md.research.elamur.ai/free/en/venues/ieee-acm-transactions-on-audio-speech-and-language-processing/)