Supervised and Unsupervised Learning of Audio Representations for Music
Understanding

Supervised and Unsupervised Learning of Audio Representations for Music Understanding

7 October 2022

Matthew C. McCallum

Filip Korzeniowski

Andreas F. Ehmann

Papers citing "Supervised and Unsupervised Learning of Audio Representations for Music Understanding"

16 / 16 papers shown

Title
Zero-shot Musical Stem Retrieval with Joint-Embedding Predictive Architectures Alain Riou Antonin Gagnere Gaëtan Hadjeres Stefan Lattner Geoffroy Peeters 113 0 0 29 Nov 2024
Music Foundation Model as Generic Booster for Music Downstream Tasks Weihsiang Liao Yuhta Takida Yukara Ikemiya Zhi-Wei Zhong Chieh-Hsin Lai ... Stefan Uhlich Taketo Akama Woosung Choi Yuichiro Koyama Yuki Mitsufuji 159 1 0 02 Nov 2024
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 69 0 23 Nov 2021
Efficient Training of Audio Transformers with Patchout Khaled Koutini Jan Schluter Hamid Eghbalzadeh Gerhard Widmer ViT 112 256 0 11 Oct 2021
Unsupervised Learning of Deep Features for Music Segmentation Matthew C. McCallum SSL 30 39 0 30 Aug 2021
Multimodal Self-Supervised Learning of General Audio Representations Luyu Wang Pauline Luc Adrià Recasens Jean-Baptiste Alayrac Aaron van den Oord SSL 91 41 0 26 Apr 2021
Contrastive Learning of Musical Representations Janne Spijkervet J. Burgoyne 128 113 0 17 Mar 2021
Multi-Format Contrastive Learning of Audio Representations Luyu Wang Aaron van den Oord 48 59 0 11 Mar 2021
Slow-Fast Auditory Streams For Audio Recognition Evangelos Kazakos Arsha Nagrani Andrew Zisserman Dima Damen 64 66 0 05 Mar 2021
PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation Yuan Gong Yu-An Chung James R. Glass VLM 147 147 0 02 Feb 2021
Contrastive Learning of General-Purpose Audio Representations Aaqib Saeed David Grangier Neil Zeghidour VLM SSL 58 267 0 21 Oct 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 206 5,734 0 20 Jun 2020
Jukebox: A Generative Model for Music Prafulla Dhariwal Heewoo Jun Christine Payne Jong Wook Kim Alec Radford Ilya Sutskever VLM 100 731 0 30 Apr 2020
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition Qiuqiang Kong Yin Cao Turab Iqbal Yuxuan Wang Wenwu Wang Mark D. Plumbley VLM SSL 147 1,068 0 21 Dec 2019
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders Andy T. Liu Shu-Wen Yang Po-Han Chi Po-Chun Hsu Hung-yi Lee SSL 128 372 0 25 Oct 2019
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 72 131 0 06 Nov 2017

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