On the Effect of Data-Augmentation on Local Embedding Properties in the
Contrastive Learning of Music Audio Representations

On the Effect of Data-Augmentation on Local Embedding Properties in the Contrastive Learning of Music Audio Representations

17 January 2024

Matthew C. McCallum

Matthew E. P. Davies

Samuel E. Sandberg

Papers citing "On the Effect of Data-Augmentation on Local Embedding Properties in the Contrastive Learning of Music Audio Representations"

11 / 11 papers shown

Title
Myna: Masking-Based Contrastive Learning of Musical Representations Ori Yonay Tracy Hammond Tianbao Yang AAML 171 0 0 20 Feb 2025
Towards Proper Contrastive Self-supervised Learning Strategies For Music Audio Representation Jeong-Eun Choi Seongwon Jang Hyunsouk Cho Sehee Chung SSL 30 6 0 10 Jul 2022
BYOL for Audio: Exploring Pre-trained General-purpose Audio Representations Daisuke Niizumi Daiki Takeuchi Yasunori Ohishi Noboru Harada K. Kashino SSL 58 56 0 15 Apr 2022
S3T: Self-Supervised Pre-training with Swin Transformer for Music Classification Han Zhao Chen Zhang Belei Zhu Zejun Ma Ke-jun Zhang ViT 31 29 0 21 Feb 2022
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 75 70 0 23 Nov 2021
Unsupervised Learning of Deep Features for Music Segmentation Matthew C. McCallum SSL 35 39 0 30 Aug 2021
Contrastive Learning of Musical Representations Janne Spijkervet J. Burgoyne 144 114 0 17 Mar 2021
Multi-Format Contrastive Learning of Audio Representations Luyu Wang Aaron van den Oord 55 59 0 11 Mar 2021
Contrastive Learning of General-Purpose Audio Representations Aaqib Saeed David Grangier Neil Zeghidour VLM SSL 66 269 0 21 Oct 2020
Unsupervised Learning of Semantic Audio Representations A. Jansen Manoj Plakal R. Pandya D. Ellis Shawn Hershey Jiayang Liu R. C. Moore Rif A. Saurous SSL 79 131 0 06 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 271 9,743 0 25 Oct 2017