Unsupervised Contrastive Learning of Sound Event Representations

Unsupervised Contrastive Learning of Sound Event Representations

15 November 2020

Eduardo Fonseca

Kevin McGuinness

Noel E. O'Connor

Xavier Serra

Papers citing "Unsupervised Contrastive Learning of Sound Event Representations"

18 / 18 papers shown

Title
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 40 1 0 09 Jun 2024
Self-Supervised Learning for Few-Shot Bird Sound Classification Ilyass Moummad Romain Serizel Nicolas Farrugia SSL 13 9 0 25 Dec 2023
Exploring Self-Supervised Contrastive Learning of Spatial Sound Event Representation Xilin Jiang Cong Han Yinghao Aaron Li N. Mesgarani SSL 23 1 0 27 Sep 2023
Pengi: An Audio Language Model for Audio Tasks Soham Deshmukh Benjamin Elizalde Rita Singh Huaming Wang MLLM AuLLM 34 157 0 19 May 2023
Looking Similar, Sounding Different: Leveraging Counterfactual Cross-Modal Pairs for Audiovisual Representation Learning Nikhil Singh Chih-Wei Wu Iroro Orife Mahdi M. Kalayeh 23 2 0 12 Apr 2023
Leveraging Neural Representations for Audio Manipulation Scott H. Hawley C. Steinmetz 25 2 0 10 Apr 2023
Enhancing Unsupervised Audio Representation Learning via Adversarial Sample Generation Yulin Pan Xiangteng He Biao Gong Yuxin Peng Yiliang Lv SSL 19 0 0 15 Mar 2023
Improving Self-Supervised Learning for Audio Representations by Feature Diversity and Decorrelation Bac Nguyen Stefan Uhlich Fabien Cardinaux SSL 42 3 0 07 Mar 2023
Multi-Source Contrastive Learning from Musical Audio C. Garoufis Athanasia Zlatintsi Petros Maragos 21 6 0 14 Feb 2023
Self-supervised learning of audio representations using angular contrastive loss Shanshan Wang S. Tripathy A. Mesaros SSL 18 4 0 10 Nov 2022
Audio Barlow Twins: Self-Supervised Audio Representation Learning Jonah Anton H. Coppock Pancham Shukla Bjorn W. Schuller BDL SSL 43 8 0 28 Sep 2022
Contrastive Audio-Language Learning for Music Ilaria Manco Emmanouil Benetos Elio Quinton Gyorgy Fazekas 25 44 0 25 Aug 2022
Masked Spectrogram Modeling using Masked Autoencoders for Learning General-purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino 29 65 0 26 Apr 2022
BYOL for Audio: Exploring Pre-trained General-purpose Audio Representations Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino SSL 34 53 0 15 Apr 2022
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 35 106 0 02 Mar 2022
SpliceOut: A Simple and Efficient Audio Augmentation Method Arjit Jain Pranay Reddy Samala Deepak Mittal P. Jyothi M. Singh 23 10 0 30 Sep 2021
BYOL for Audio: Self-Supervised Learning for General-Purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino SSL 29 175 0 11 Mar 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020