268 citations · 1.2k across the 23 of their papers we have counts for
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cs.SD2019★ 74 cited
Improving Universal Sound Separation Using Sound Classification
Efthymios Tzinis, Scott Wisdom, John R. Hershey +2
Deep learning approaches have recently achieved impressive performance on both audio source separation and sound classification. Most audio source separation approaches focus only…
cs.SD2019
Coincidence, Categorization, and Consolidation: Learning to Recognize Sounds with Minimal Supervision
Aren Jansen, Daniel P. W. Ellis, Shawn Hershey +4
Humans do not acquire perceptual abilities in the way we train machines. While machine learning algorithms typically operate on large collections of randomly-chosen, explicitly-lab…