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Transcription Is All You Need: Learning to Separate Musical Mixtures with Score as Supervision

Oct 22, 2020
Yun-Ning Hung, Gordon Wichern, Jonathan Le Roux


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AutoClip: Adaptive Gradient Clipping for Source Separation Networks

Jul 25, 2020
Prem Seetharaman, Gordon Wichern, Bryan Pardo, Jonathan Le Roux

* Accepted at 2020 IEEE International Workshop on Machine Learning for Signal Processing, Sept.\ 21--24, 2020, Espoo, Finland 

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Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision

Nov 06, 2019
Fatemeh Pishdadian, Gordon Wichern, Jonathan Le Roux


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Bootstrapping deep music separation from primitive auditory grouping principles

Oct 23, 2019
Prem Seetharaman, Gordon Wichern, Jonathan Le Roux, Bryan Pardo


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Cutting Music Source Separation Some Slakh: A Dataset to Study the Impact of Training Data Quality and Quantity

Sep 18, 2019
Ethan Manilow, Gordon Wichern, Prem Seetharaman, Jonathan Le Roux

* Accepted for publication at WASPAA 2019 

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WHAM!: Extending Speech Separation to Noisy Environments

Jul 02, 2019
Gordon Wichern, Joe Antognini, Michael Flynn, Licheng Richard Zhu, Emmett McQuinn, Dwight Crow, Ethan Manilow, Jonathan Le Roux

* Accepted for publication at Interspeech 2019 

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Class-conditional embeddings for music source separation

Nov 07, 2018
Prem Seetharaman, Gordon Wichern, Shrikant Venkataramani, Jonathan Le Roux

* 5 pages 

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Bootstrapping single-channel source separation via unsupervised spatial clustering on stereo mixtures

Nov 06, 2018
Prem Seetharaman, Gordon Wichern, Jonathan Le Roux, Bryan Pardo

* 5 pages, 2 figures 

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Phasebook and Friends: Leveraging Discrete Representations for Source Separation

Oct 02, 2018
Jonathan Le Roux, Gordon Wichern, Shinji Watanabe, Andy Sarroff, John R. Hershey


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End-to-End Audio Visual Scene-Aware Dialog using Multimodal Attention-Based Video Features

Jun 30, 2018
Chiori Hori, Huda Alamri, Jue Wang, Gordon Wichern, Takaaki Hori, Anoop Cherian, Tim K. Marks, Vincent Cartillier, Raphael Gontijo Lopes, Abhishek Das, Irfan Essa, Dhruv Batra, Devi Parikh

* A prototype system for the Audio Visual Scene-aware Dialog (AVSD) at DSTC7 

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