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The Benefit Of Temporally-Strong Labels In Audio Event Classification


May 14, 2021
Shawn Hershey, Daniel P W Ellis, Eduardo Fonseca, Aren Jansen, Caroline Liu, R Channing Moore, Manoj Plakal

* Accepted for publication at ICASSP 2021 

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Self-Supervised Learning from Automatically Separated Sound Scenes


May 05, 2021
Eduardo Fonseca, Aren Jansen, Daniel P. W. Ellis, Scott Wisdom, Marco Tagliasacchi, John R. Hershey, Manoj Plakal, Shawn Hershey, R. Channing Moore, Xavier Serra


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Into the Wild with AudioScope: Unsupervised Audio-Visual Separation of On-Screen Sounds


Nov 02, 2020
Efthymios Tzinis, Scott Wisdom, Aren Jansen, Shawn Hershey, Tal Remez, Daniel P. W. Ellis, John R. Hershey


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Addressing Missing Labels in Large-scale Sound Event Recognition using a Teacher-student Framework with Loss Masking


May 02, 2020
Eduardo Fonseca, Shawn Hershey, Manoj Plakal, Daniel P. W. Ellis, Aren Jansen, R. Channing Moore, Xavier Serra


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Coincidence, Categorization, and Consolidation: Learning to Recognize Sounds with Minimal Supervision


Nov 14, 2019
Aren Jansen, Daniel P. W. Ellis, Shawn Hershey, R. Channing Moore, Manoj Plakal, Ashok C. Popat, Rif A. Saurous

* This extended version of a ICASSP 2020 submission under same title has an added figure and additional discussion for easier consumption 

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Unsupervised Learning of Semantic Audio Representations


Nov 06, 2017
Aren Jansen, Manoj Plakal, Ratheet Pandya, Daniel P. W. Ellis, Shawn Hershey, Jiayang Liu, R. Channing Moore, Rif A. Saurous

* Submitted to ICASSP 2018 

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CNN Architectures for Large-Scale Audio Classification


Jan 10, 2017
Shawn Hershey, Sourish Chaudhuri, Daniel P. W. Ellis, Jort F. Gemmeke, Aren Jansen, R. Channing Moore, Manoj Plakal, Devin Platt, Rif A. Saurous, Bryan Seybold, Malcolm Slaney, Ron J. Weiss, Kevin Wilson

* Accepted for publication at ICASSP 2017 Changes: Added definitions of mAP, AUC, and d-prime. Updated mAP/AUC/d-prime numbers for Audio Set based on changes of latest Audio Set revision. Changed wording to fit 4 page limit with new additions 

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Accelerating Inference: towards a full Language, Compiler and Hardware stack


Dec 12, 2012
Shawn Hershey, Jeff Bernstein, Bill Bradley, Andrew Schweitzer, Noah Stein, Theo Weber, Ben Vigoda


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