Methods › Sequential › Temporal Convolutions › ConvTasNet
Convolutional time-domain audio separation network
ConvTasNet
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Combines learned time-frequency representation with a masker architecture based on 1D dilated convolution.
Papers archive 2025-07-28
11 shown of 11, 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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Online Audio-Visual Autoregressive Speaker Extraction 2 Jun 2025 · 0 repositories · arXiv:2506.01270
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Source Separation of Small Classical Ensembles: Challenges and Opportunities 23 May 2025 · 0 repositories · arXiv:2505.17823
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Effects of Dataset Sampling Rate for Noise Cancellation through Deep Learning 30 May 2024 · 0 repositories · arXiv:2405.20884
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Online speaker diarization of meetings guided by speech separation 30 Jan 2024 · 1 repository · arXiv:2402.00067
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An Empirical Analysis on the Vulnerabilities of End-to-End Speech Segregation Models 20 Jun 2022 · 0 repositories · arXiv:2206.09556
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An enhanced Conv-TasNet model for speech separation using a speaker distance-based loss function 26 May 2022 · 1 repository · arXiv:2205.13657
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Exploring Self-Attention Mechanisms for Speech Separation 6 Feb 2022 · 1 repository · arXiv:2202.02884
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Towards Listening to 10 People Simultaneously: An Efficient Permutation Invariant Training of Audio Source Separation Using Sinkhorn's Algorithm 22 Oct 2020 · 0 repositories · arXiv:2010.11871
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Filterbank design for end-to-end speech separation 23 Oct 2019 · 2 repositories · arXiv:1910.10400Syntology ran 1 of 8 samples · 7 unverified
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Universal Sound Separation 8 May 2019 · 0 repositories · arXiv:1905.03330
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Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation 20 Sep 2018 · 17 repositories · arXiv:1809.07454Syntology ran 7 of 36 samples · 29 unverified · 16 pointer-only (licence)
Tasks archive 2025-07-28
13 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections