Universal Source Separation with Weakly Labelled Data

11 May 2023

Taylor Berg-Kirkpatrick

Shlomo Dubnov

Mark D. Plumbley

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Papers citing "Universal Source Separation with Weakly Labelled Data"

36 / 36 papers shown

Title
Learning Musical Representations for Music Performance Question Answering Xingjian Diao Chunhui Zhang Tingxuan Wu Ming Cheng Z. Ouyang Weiyi Wu Jiang Gui 107 11 0 10 Feb 2025
Language-Queried Target Sound Extraction Without Parallel Training Data Hao Ma Zhiyuan Peng Xu Li Yukai Li Mingjie Shao Qiuqiang Kong Xuelong Li VLM 133 2 0 14 Sep 2024
Hybrid Transformers for Music Source Separation Simon Rouard Francisco Massa Alexandre Défossez 68 141 0 15 Nov 2022
SoundBeam: Target sound extraction conditioned on sound-class labels and enrollment clues for increased performance and continuous learning Marc Delcroix Jorge Bennasar Vázquez Tsubasa Ochiai K. Kinoshita Yasunori Ohishi S. Araki VLM 60 34 0 08 Apr 2022
Zero-shot Audio Source Separation through Query-based Learning from Weakly-labeled Data Ke Chen Xingjian Du Bilei Zhu Zejun Ma Taylor Berg-Kirkpatrick Shlomo Dubnov 56 46 0 15 Dec 2021
Hybrid Spectrogram and Waveform Source Separation Alexandre Défossez 68 172 0 05 Nov 2021
Decoupling Magnitude and Phase Estimation with Deep ResUNet for Music Source Separation Qiuqiang Kong Yin Cao Haohe Liu Keunwoo Choi Yuxuan Wang 165 100 0 12 Sep 2021
AST: Audio Spectrogram Transformer Yuan Gong Yu-An Chung James R. Glass ViT 125 865 0 05 Apr 2021
Compute and memory efficient universal sound source separation Efthymios Tzinis Zhepei Wang Xilin Jiang Paris Smaragdis 71 40 0 03 Mar 2021
PSLA: Improving Audio Tagging with Pretraining, Sampling, Labeling, and Aggregation Yuan Gong Yu-An Chung James R. Glass VLM 168 147 0 02 Feb 2021
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation Woosung Choi Minseok Kim Jaehwa Chung Soonyoung Jung 75 33 0 22 Oct 2020
FSD50K: An Open Dataset of Human-Labeled Sound Events Eduardo Fonseca Xavier Favory Jordi Pons F. Font Xavier Serra 83 459 0 01 Oct 2020
DCCRN: Deep Complex Convolution Recurrent Network for Phase-Aware Speech Enhancement Yanxin Hu Yun Liu Shubo Lv Mengtao Xing Shimin Zhang Yihui Fu Jian Wu Bihong Zhang Lei Xie 56 592 0 01 Aug 2020
Sudo rm -rf: Efficient Networks for Universal Audio Source Separation Efthymios Tzinis Zhepei Wang Paris Smaragdis 89 128 0 14 Jul 2020
Improving Sound Event Detection In Domestic Environments Using Sound Separation Nicolas Turpault Scott Wisdom Hakan Erdogan J. Hershey Romain Serizel Eduardo Fonseca Prem Seetharaman Justin Salamon 79 49 0 08 Jul 2020
Source separation with weakly labelled data: An approach to computational auditory scene analysis Qiuqiang Kong Yuxuan Wang Xuchen Song Yin Cao Wenwu Wang Mark D. Plumbley 68 47 0 06 Feb 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 192 1,082 0 21 Dec 2019
Music Source Separation in the Waveform Domain Alexandre Défossez Nicolas Usunier Léon Bottou Francis R. Bach 114 272 0 27 Nov 2019
Improving Universal Sound Separation Using Sound Classification Efthymios Tzinis Scott Wisdom J. Hershey A. Jansen D. Ellis VLM 65 73 0 18 Nov 2019
Cutting Music Source Separation Some Slakh: A Dataset to Study the Impact of Training Data Quality and Quantity Ethan Manilow Gordon Wichern Prem Seetharaman Jonathan Le Roux 67 126 0 18 Sep 2019
Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed Alexandre Défossez Nicolas Usunier Léon Bottou Francis R. Bach 64 84 0 03 Sep 2019
Conditioned-U-Net: Introducing a Control Mechanism in the U-Net for Multiple Source Separations Gabriel Meseguer-Brocal Geoffroy Peeters 46 61 0 02 Jul 2019
Class-conditional embeddings for music source separation A. Labatie Gordon Wichern Shrikant Venkataramani Jonathan Le Roux BDL 65 42 0 07 Nov 2018
A Comparison of Five Multiple Instance Learning Pooling Functions for Sound Event Detection with Weak Labeling Yun Wang Juncheng Billy Li Florian Metze 52 184 0 22 Oct 2018
VoiceFilter: Targeted Voice Separation by Speaker-Conditioned Spectrogram Masking Quan Wang Hannah Muckenhirn K. Wilson Prashant Sridhar Zelin Wu J. Hershey Rif A. Saurous Ron J. Weiss Ye Jia Ignacio López Moreno 68 370 0 11 Oct 2018
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Yi Luo N. Mesgarani 159 1,787 0 20 Sep 2018
General-purpose Tagging of Freesound Audio with AudioSet Labels: Task Description, Dataset, and Baseline Eduardo Fonseca Manoj Plakal F. Font D. Ellis Xavier Favory Jordi Pons Xavier Serra 88 148 0 26 Jul 2018
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation Daniel Stoller Sebastian Ewert S. Dixon AI4TS 132 595 0 08 Jun 2018
MMDenseLSTM: An efficient combination of convolutional and recurrent neural networks for audio source separation Naoya Takahashi Nabarun Goswami Yuki Mitsufuji 76 143 0 07 May 2018
A Closer Look at Weak Label Learning for Audio Events Ankit Parag Shah Anurag Kumar Alexander G. Hauptmann Bhiksha Raj 72 65 0 24 Apr 2018
A Joint Detection-Classification Model for Audio Tagging of Weakly Labelled Data Qiuqiang Kong Yong-mei Xu Wenwu Wang Mark D. Plumbley VLM 55 47 0 06 Oct 2016
CNN Architectures for Large-Scale Audio Classification Shawn Hershey Sourish Chaudhuri D. Ellis J. Gemmeke A. Jansen ... Rif A. Saurous Bryan Seybold M. Slaney Ron J. Weiss K. Wilson 123 2,506 0 29 Sep 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 354 10,184 0 16 Mar 2016
Empirical Evaluation of Rectified Activations in Convolutional Network Bing Xu Naiyan Wang Tianqi Chen Mu Li 138 2,912 0 05 May 2015
Joint Optimization of Masks and Deep Recurrent Neural Networks for Monaural Source Separation Po-Sen Huang Minje Kim M. Hasegawa-Johnson Paris Smaragdis 48 448 0 13 Feb 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,305 0 11 Feb 2015