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Multi-Format Contrastive Learning of Audio Representations

Multi-Format Contrastive Learning of Audio Representations

11 March 2021
Luyu Wang
Aaron van den Oord
ArXivPDFHTML

Papers citing "Multi-Format Contrastive Learning of Audio Representations"

26 / 26 papers shown
Title
LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging
LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging
Charilaos Papaioannou
Emmanouil Benetos
Alexandros Potamianos
41
0
0
17 Sep 2024
Contrastive Learning from Synthetic Audio Doppelgängers
Contrastive Learning from Synthetic Audio Doppelgängers
Manuel Cherep
Nikhil Singh
45
1
0
09 Jun 2024
AudioRepInceptionNeXt: A lightweight single-stream architecture for
  efficient audio recognition
AudioRepInceptionNeXt: A lightweight single-stream architecture for efficient audio recognition
Kin Wai Lau
Yasar Abbas Ur Rehman
L. Po
51
1
0
21 Apr 2024
Exploring Self-Supervised Contrastive Learning of Spatial Sound Event
  Representation
Exploring Self-Supervised Contrastive Learning of Spatial Sound Event Representation
Xilin Jiang
Cong Han
Yinghao Aaron Li
N. Mesgarani
SSL
37
1
0
27 Sep 2023
XAI-based Comparison of Input Representations for Audio Event
  Classification
XAI-based Comparison of Input Representations for Audio Event Classification
A. Frommholz
Fabian Seipel
Sebastian Lapuschkin
Wojciech Samek
Johanna Vielhaben
AAML
AI4TS
34
6
0
27 Apr 2023
Improving Speech Translation by Cross-Modal Multi-Grained Contrastive
  Learning
Improving Speech Translation by Cross-Modal Multi-Grained Contrastive Learning
Hao Zhang
Nianwen Si
Yaqi Chen
Wenlin Zhang
Xukui Yang
Dan Qu
Weiqiang Zhang
44
9
0
20 Apr 2023
One-Shot Acoustic Matching Of Audio Signals -- Learning to Hear Music In
  Any Room/ Concert Hall
One-Shot Acoustic Matching Of Audio Signals -- Learning to Hear Music In Any Room/ Concert Hall
Prateek Verma
C. Chafe
J. Berger
24
1
0
27 Oct 2022
Supervised and Unsupervised Learning of Audio Representations for Music
  Understanding
Supervised and Unsupervised Learning of Audio Representations for Music Understanding
Matthew C. McCallum
Filip Korzeniowski
Sergio Oramas
F. Gouyon
Andreas F. Ehmann
SSL
80
37
0
07 Oct 2022
An empirical study of weakly supervised audio tagging embeddings for
  general audio representations
An empirical study of weakly supervised audio tagging embeddings for general audio representations
Heinrich Dinkel
Zhiyong Yan
Yongqing Wang
Junbo Zhang
Yujun Wang
43
1
0
30 Sep 2022
SampleMatch: Drum Sample Retrieval by Musical Context
SampleMatch: Drum Sample Retrieval by Musical Context
Stefan Lattner
32
7
0
01 Aug 2022
Masked Spectrogram Prediction For Self-Supervised Audio Pre-Training
Masked Spectrogram Prediction For Self-Supervised Audio Pre-Training
Dading Chong
Helin Wang
Peilin Zhou
Qingcheng Zeng
41
65
0
27 Apr 2022
Sound Localization by Self-Supervised Time Delay Estimation
Sound Localization by Self-Supervised Time Delay Estimation
Ziyang Chen
David Fouhey
Andrew Owens
SSL
32
19
0
26 Apr 2022
A Study on Robustness to Perturbations for Representations of
  Environmental Sound
A Study on Robustness to Perturbations for Representations of Environmental Sound
Sangeeta Srivastava
Ho-Hsiang Wu
Joao Rulff
Magdalena Fuentes
M. Cartwright
Claudio Silva
Anish Arora
J. P. Bello
30
5
0
20 Mar 2022
Learning Audio Representations with MLPs
Learning Audio Representations with MLPs
Mashrur M. Morshed
Ahmad Omar Ahsan
H. Mahmud
Md. Kamrul Hasan
35
4
0
16 Mar 2022
Audio Self-supervised Learning: A Survey
Audio Self-supervised Learning: A Survey
Shuo Liu
Adria Mallol-Ragolta
Emilia Parada-Cabeleiro
Kun Qian
Xingshuo Jing
Alexander Kathan
Bin Hu
Bjoern W. Schuller
SSL
45
106
0
02 Mar 2022
Robust Contrastive Learning against Noisy Views
Robust Contrastive Learning against Noisy Views
Ching-Yao Chuang
R. Devon Hjelm
Xin Eric Wang
Vibhav Vineet
Neel Joshi
Antonio Torralba
Stefanie Jegelka
Ya-heng Song
NoLa
16
68
0
12 Jan 2022
Self-Supervised Beat Tracking in Musical Signals with Polyphonic
  Contrastive Learning
Self-Supervised Beat Tracking in Musical Signals with Polyphonic Contrastive Learning
Dorian Desblancs
SSL
30
2
0
05 Jan 2022
Towards Learning Universal Audio Representations
Towards Learning Universal Audio Representations
Luyu Wang
Pauline Luc
Yan Wu
Adrià Recasens
Lucas Smaira
...
Andrew Jaegle
Jean-Baptiste Alayrac
Sander Dieleman
João Carreira
Aaron van den Oord
SSL
39
68
0
23 Nov 2021
Conformer-Based Self-Supervised Learning for Non-Speech Audio Tasks
Conformer-Based Self-Supervised Learning for Non-Speech Audio Tasks
Sangeeta Srivastava
Yun Wang
Andros Tjandra
Anurag Kumar
Chunxi Liu
Kritika Singh
Yatharth Saraf
SSL
38
24
0
14 Oct 2021
The Impact of Spatiotemporal Augmentations on Self-Supervised
  Audiovisual Representation Learning
The Impact of Spatiotemporal Augmentations on Self-Supervised Audiovisual Representation Learning
Haider Al-Tahan
Y. Mohsenzadeh
SSL
AI4TS
39
0
0
13 Oct 2021
Attention is All You Need? Good Embeddings with Statistics are
  enough:Large Scale Audio Understanding without Transformers/ Convolutions/
  BERTs/ Mixers/ Attention/ RNNs or ....
Attention is All You Need? Good Embeddings with Statistics are enough:Large Scale Audio Understanding without Transformers/ Convolutions/ BERTs/ Mixers/ Attention/ RNNs or ....
Prateek Verma
AI4TS
32
2
0
07 Oct 2021
Cross-domain Semi-Supervised Audio Event Classification Using
  Contrastive Regularization
Cross-domain Semi-Supervised Audio Event Classification Using Contrastive Regularization
Donmoon Lee
Kyogu Lee
25
3
0
29 Sep 2021
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning
  for Automatic Speech Recognition
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition
Yu Zhang
Daniel S. Park
Wei Han
James Qin
Anmol Gulati
...
Zhifeng Chen
Quoc V. Le
Chung-Cheng Chiu
Ruoming Pang
Yonghui Wu
SSL
34
175
0
27 Sep 2021
OPT: Omni-Perception Pre-Trainer for Cross-Modal Understanding and
  Generation
OPT: Omni-Perception Pre-Trainer for Cross-Modal Understanding and Generation
Jing Liu
Xinxin Zhu
Fei Liu
Longteng Guo
Zijia Zhao
...
Weining Wang
Hanqing Lu
Shiyu Zhou
Jiajun Zhang
Jinqiao Wang
39
37
0
01 Jul 2021
Self-Supervised Learning from Automatically Separated Sound Scenes
Self-Supervised Learning from Automatically Separated Sound Scenes
Eduardo Fonseca
A. Jansen
D. Ellis
Scott Wisdom
Marco Tagliasacchi
J. Hershey
Manoj Plakal
Shawn Hershey
R. C. Moore
Xavier Serra
SSL
44
13
0
05 May 2021
Self-Supervised Learning of Audio Representations from Permutations with
  Differentiable Ranking
Self-Supervised Learning of Audio Representations from Permutations with Differentiable Ranking
Andrew N. Carr
Quentin Berthet
Mathieu Blondel
O. Teboul
Neil Zeghidour
SSL
29
24
0
17 Mar 2021
1