Methods › General › Loss Functions › uPIT
utterance level permutation invariant training
uPIT
Introduced by Dong Yu et al. in Permutation Invariant Training of Deep Models for Speaker-Independent Multi-talker Speech Separation
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries no description for this method.
Papers archive 2025-07-28
7 shown of 7, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Graph-PIT: Generalized permutation invariant training for continuous separation of arbitrary numbers of speakers 30 Jul 2021 · 1 repository · arXiv:2107.14446
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Speeding Up Permutation Invariant Training for Source Separation 30 Jul 2021 · 1 repository · arXiv:2107.14445
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Voice Separation with an Unknown Number of Multiple Speakers 29 Feb 2020 · 4 repositories · arXiv:2003.01531Syntology ran 10 of 13 samples · 3 unverified · 9 pointer-only (licence)
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Utterance-level Permutation Invariant Training with Latency-controlled BLSTM for Single-channel Multi-talker Speech Separation 25 Dec 2019 · 0 repositories · arXiv:1912.11613
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Discriminative Learning for Monaural Speech Separation Using Deep Embedding Features 23 Jul 2019 · 0 repositories · arXiv:1907.09884
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Multi-talker Speech Separation with Utterance-level Permutation Invariant Training of Deep Recurrent Neural Networks 18 Mar 2017 · 3 repositories · arXiv:1703.06284Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
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Permutation Invariant Training of Deep Models for Speaker-Independent Multi-talker Speech Separation 1 Jul 2016 · 1 repository · arXiv:1607.00325
Tasks archive 2025-07-28
5 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Speech Separation | 6 |
| Clustering | 3 |
| Deep Clustering | 3 |
| Deep Learning | 1 |
| regression | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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