Concepedia

Audio Self-supervised Learning

Audio Self-Supervised Learning is a machine learning paradigm that belongs to the broader category of self-supervised learning, distinguished by its focus on learning representations from raw audio signals without human-annotated labels by designing pretext tasks that leverage the intrinsic structure of audio data.

127

Publications

8K

Citations

417

Authors

128

Institutions

Publications per year

2017–2026

125

Parents

Publications

127

In-Kernel Aggregation and Broadcast Acceleration for Distributed Communication

arXiv (Cornell University) · 2020 · 2.4K citations · Full text

, , +16

vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations

Alexei Baevski, Steffen Schneider, Michael Auli · ArXiv.org · 2019 · 311 citations · Full text

, , +14

Look, Listen, and Learn More: Design Choices for Deep Audio Embeddings

Aurora Cramer, Ho-Hsiang Wu, Justin Salamon et al. · 2019 · 281 citations

, , +13

SSAST: Self-Supervised Audio Spectrogram Transformer

Yuan Gong, Cheng-I Lai, Yu-An Chung et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2022 · 263 citations · Full text

, , +15

Self-Supervised MultiModal Versatile Networks

Jean-Baptiste Alayrac, Adrià Recasens, Rosalia Schneider et al. · arXiv (Cornell University) · 2020 · 195 citations · Full text

, , +13

1–5 of 127

Authors

417

  1. AB
    Alexei Baevski

    Meta (Israel), Israel

    9 publications · 900 citations

    9

    h-index

  2. MA
    Michael Auli

    Meta (Israel), Israel

    6 publications · 729 citations

    6

    h-index

  3. NH
    Noboru Harada

    NTT (Japan), Japan

    4 publications · 111 citations

    5

    h-index

  4. YO
    Yasunori Ohishi

    NTT (Japan), Japan

    4 publications · 111 citations

    5

    h-index

  5. KK
    Kunio Kashino

    NTT (Japan), Japan

    4 publications · 111 citations

    5

    h-index

1–5 of 417

Institutions

128

  1. Meta (Israel)

    Tel Aviv, Israel

    6 h-index

    12 publications

    1.2K citations

  2. Google (United States)

    Mountain View, United States

    6 h-index

    16 publications

    463 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    8 publications

    476 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    8 publications

    127 citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    15 publications

    642 citations

  6. NTT (Japan)

    Tokyo, Japan

    4 h-index

    15 publications

    470 citations

  7. Adobe Systems (United States)

    San Jose, United States

    4 h-index

    6 publications

    358 citations

  8. National Taiwan University

    Taipei, Taiwan

    4 h-index

    17 publications

    1.3K citations

1–8 of 128

Venues

  1. arXiv (Cornell University)

    Repository · 27 publications · 3.6K citations

    19

    h-index

  2. 9

    h-index

  3. Interspeech 2022

    Conference · 4 publications · 243 citations

    5

    h-index

  4. 5

    h-index

  5. 4

    h-index

1–5