Contrastive Learning of Musical Representations

17 March 2021

Janne Spijkervet

Papers citing "Contrastive Learning of Musical Representations"

34 / 84 papers shown

Title
Self-supervised Auxiliary Loss for Metric Learning in Music Similarity-based Retrieval and Auto-tagging Taketo Akama Hiroaki Kitano Katsuhiro Takematsu Yasushi Miyajima Natalia Polouliakh SSL 11 0 0 15 Apr 2023
Multi-Source Contrastive Learning from Musical Audio C. Garoufis Athanasia Zlatintsi Petros Maragos 6 6 0 14 Feb 2023
MAP-Music2Vec: A Simple and Effective Baseline for Self-Supervised Music Audio Representation Learning Yizhi Li Ruibin Yuan Ge Zhang Yi Ma Chenghua Lin ... Haoyu He Emmanouil Benetos Norbert Gyenge Ruibo Liu Jie Fu SSL 14 17 0 05 Dec 2022
Music Mixing Style Transfer: A Contrastive Learning Approach to Disentangle Audio Effects Junghyun Koo Marco A. Martínez Ramírez Wei-Hsiang Liao Stefan Uhlich Kyogu Lee Yuki Mitsufuji 24 17 0 04 Nov 2022
Spectrograms Are Sequences of Patches Leyi Zhao Yi Li SSL 14 0 0 28 Oct 2022
On the Role of Visual Context in Enriching Music Representations Kleanthis Avramidis Shanti Stewart Shrikanth Narayanan 15 3 0 28 Oct 2022
Learning Music Representations with wav2vec 2.0 Alessandro Ragano Emmanouil Benetos Andrew Hines 6 9 0 27 Oct 2022
Supervised and Unsupervised Learning of Audio Representations for Music Understanding Matthew C. McCallum Filip Korzeniowski Sergio Oramas F. Gouyon Andreas F. Ehmann SSL 76 36 0 07 Oct 2022
The Chamber Ensemble Generator: Limitless High-Quality MIR Data via Generative Modeling Yusong Wu Josh Gardner Ethan Manilow Ian Simon Curtis Hawthorne Jesse Engel 21 10 0 28 Sep 2022
Equivariant Self-Supervision for Musical Tempo Estimation Elio Quinton 28 9 0 03 Sep 2022
MuLan: A Joint Embedding of Music Audio and Natural Language Qingqing Huang A. Jansen Joonseok Lee Ravi Ganti Judith Yue Li D. Ellis 14 130 0 26 Aug 2022
Contrastive Audio-Language Learning for Music Ilaria Manco Emmanouil Benetos Elio Quinton Gyorgy Fazekas 25 44 0 25 Aug 2022
Representation Learning for the Automatic Indexing of Sound Effects Libraries Alison B. Ma Alexander Lerch 21 0 0 18 Aug 2022
Pathway to Future Symbiotic Creativity Yi-Ting Guo Qi-fei Liu Jie Chen Wei Xue Jie Fu ... Fernando Rosas Jeffrey Shaw Xing Wu Jiji Zhang Jianliang Xu 13 0 0 18 Aug 2022
SampleMatch: Drum Sample Retrieval by Musical Context Stefan Lattner 16 7 0 01 Aug 2022
Learning Unsupervised Hierarchies of Audio Concepts Darius Afchar Romain Hennequin Vincent Guigue 17 2 0 21 Jul 2022
Towards Proper Contrastive Self-supervised Learning Strategies For Music Audio Representation Jeong-Eun Choi Seongwon Jang Hyunsouk Cho Sehee Chung SSL 8 6 0 10 Jul 2022
Masked Spectrogram Modeling using Masked Autoencoders for Learning General-purpose Audio Representation Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi N. Harada K. Kashino 13 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 26 53 0 15 Apr 2022
Contrastive Learning with Positive-Negative Frame Mask for Music Representation D. Yao Zhou Zhao Shengyu Zhang Jieming Zhu Yudong Zhu Rui Zhang Xiuqiang He 12 21 0 17 Mar 2022
S3T: Self-Supervised Pre-training with Swin Transformer for Music Classification Han Zhao Chen Zhang Belei Zhu Zejun Ma Ke-jun Zhang ViT 6 23 0 21 Feb 2022
End-to-end Music Remastering System Using Self-supervised and Adversarial Training Junghyun Koo Seungryeol Paik Kyogu Lee 11 9 0 17 Feb 2022
Musical Audio Similarity with Self-supervised Convolutional Neural Networks Carl Thomé Sebastian Piwell O. Utterbäck 9 7 0 04 Feb 2022
Self-Supervised Beat Tracking in Musical Signals with Polyphonic Contrastive Learning Dorian Desblancs SSL 21 2 0 05 Jan 2022
Learning music audio representations via weak language supervision Ilaria Manco Emmanouil Benetos Elio Quinton Gyorgy Fazekas 8 33 0 08 Dec 2021
Semi-Supervised Music Tagging Transformer Minz Won Keunwoo Choi Xavier Serra ViT MedIm 6 47 0 26 Nov 2021
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 16 68 0 23 Nov 2021
Wav2CLIP: Learning Robust Audio Representations From CLIP Ho-Hsiang Wu Prem Seetharaman Kundan Kumar J. P. Bello CLIP VLM 11 267 0 21 Oct 2021
SpecTNT: a Time-Frequency Transformer for Music Audio Weiyi Lu Ju-Chiang Wang Minz Won Keunwoo Choi Xuchen Song ViT 6 45 0 18 Oct 2021
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 25 24 0 14 Oct 2021
Parsing Birdsong with Deep Audio Embeddings Irina Tolkova Brian Chu Marcel Hedman Stefan Kahl Holger Klinck 17 10 0 20 Aug 2021
Codified audio language modeling learns useful representations for music information retrieval Rodrigo Castellon Chris Donahue Percy Liang 76 86 0 12 Jul 2021
CLAR: Contrastive Learning of Auditory Representations Haider Al-Tahan Y. Mohsenzadeh SSL 110 55 0 19 Oct 2020
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 171 288 0 25 Jan 2020