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Demystifying TasNet: A Dissecting Approach
v1v2 (latest)

Demystifying TasNet: A Dissecting Approach

20 November 2019
Jens Heitkaemper
Darius Jakobeit
Christoph Boeddeker
Lukas Drude
Reinhold Haeb-Umbach
ArXiv (abs)PDFHTML

Papers citing "Demystifying TasNet: A Dissecting Approach"

30 / 30 papers shown
Title
Unsupervised Improved MVDR Beamforming for Sound Enhancement
Unsupervised Improved MVDR Beamforming for Sound Enhancement
Jacob Kealey
John Hershey
François Grondin
50
0
0
10 Jun 2024
ConSep: a Noise- and Reverberation-Robust Speech Separation Framework by
  Magnitude Conditioning
ConSep: a Noise- and Reverberation-Robust Speech Separation Framework by Magnitude Conditioning
Kuan-Hsun Ho
J. Hung
Berlin Chen
59
0
0
04 Mar 2024
Real-time Low-latency Music Source Separation using Hybrid
  Spectrogram-TasNet
Real-time Low-latency Music Source Separation using Hybrid Spectrogram-TasNet
Satvik Venkatesh
Arthur Benilov
Philip Coleman
Frederic Roskam
77
6
0
27 Feb 2024
Single-Microphone Speaker Separation and Voice Activity Detection in
  Noisy and Reverberant Environments
Single-Microphone Speaker Separation and Voice Activity Detection in Noisy and Reverberant Environments
Renana Opochinsky
Mordehay Moradi
Sharon Gannot
52
5
0
07 Jan 2024
Mixture Encoder for Joint Speech Separation and Recognition
Mixture Encoder for Joint Speech Separation and Recognition
Simon Berger
Peter Vieting
Christoph Boeddeker
Ralf Schluter
Reinhold Häb-Umbach
79
6
0
21 Jun 2023
Integrating Uncertainty into Neural Network-based Speech Enhancement
Integrating Uncertainty into Neural Network-based Speech Enhancement
Hu Fang
Dennis Becker
S. Wermter
Timo Gerkmann
UQCV
67
3
0
15 May 2023
TS-SEP: Joint Diarization and Separation Conditioned on Estimated
  Speaker Embeddings
TS-SEP: Joint Diarization and Separation Conditioned on Estimated Speaker Embeddings
Christoph Boeddeker
Aswin Shanmugam Subramanian
Gordon Wichern
Reinhold Haeb-Umbach
Jonathan Le Roux
93
24
0
07 Mar 2023
Spectrogram Inversion for Audio Source Separation via Consistency,
  Mixing, and Magnitude Constraints
Spectrogram Inversion for Audio Source Separation via Consistency, Mixing, and Magnitude Constraints
P. Magron
Tuomas Virtanen
48
0
0
03 Mar 2023
Towards Unified All-Neural Beamforming for Time and Frequency Domain
  Speech Separation
Towards Unified All-Neural Beamforming for Time and Frequency Domain Speech Separation
Rongzhi Gu
Shi-Xiong Zhang
Yuexian Zou
Dong Yu
AI4TS
88
25
0
16 Dec 2022
Hyperbolic Audio Source Separation
Hyperbolic Audio Source Separation
Darius Petermann
Gordon Wichern
Aswin Shanmugam Subramanian
Jonathan Le Roux
73
10
0
09 Dec 2022
Deep neural network techniques for monaural speech enhancement: state of
  the art analysis
Deep neural network techniques for monaural speech enhancement: state of the art analysis
P. Ochieng
115
22
0
01 Dec 2022
A General Unfolding Speech Enhancement Method Motivated by Taylor's
  Theorem
A General Unfolding Speech Enhancement Method Motivated by Taylor's Theorem
Andong Li
Guochen Yu
C. Zheng
Wenzhe Liu
Xiaodong Li
91
12
0
30 Nov 2022
Reverberation as Supervision for Speech Separation
Reverberation as Supervision for Speech Separation
R. Aralikatti
Christoph Boeddeker
Gordon Wichern
Aswin Shanmugam Subramanian
Jonathan Le Roux
65
7
0
15 Nov 2022
PodcastMix: A dataset for separating music and speech in podcasts
PodcastMix: A dataset for separating music and speech in podcasts
Nico M. Schmidt
Jordi Pons
M. Miron
46
3
0
15 Jul 2022
Efficient Transformer-based Speech Enhancement Using Long Frames and
  STFT Magnitudes
Efficient Transformer-based Speech Enhancement Using Long Frames and STFT Magnitudes
Danilo de Oliveira
Tal Peer
Timo Gerkmann
61
21
0
23 Jun 2022
Heterogeneous Separation Consistency Training for Adaptation of
  Unsupervised Speech Separation
Heterogeneous Separation Consistency Training for Adaptation of Unsupervised Speech Separation
Jiangyu Han
Yanhua Long
65
6
0
23 Apr 2022
STFT-Domain Neural Speech Enhancement with Very Low Algorithmic Latency
STFT-Domain Neural Speech Enhancement with Very Low Algorithmic Latency
Zhong-Qiu Wang
Gordon Wichern
Shinji Watanabe
Jonathan Le Roux
87
36
0
21 Apr 2022
Phase-Aware Deep Speech Enhancement: It's All About The Frame Length
Phase-Aware Deep Speech Enhancement: It's All About The Frame Length
Tal Peer
Timo Gerkmann
55
21
0
30 Mar 2022
On loss functions and evaluation metrics for music source separation
On loss functions and evaluation metrics for music source separation
Enric Gusó
Jordi Pons
Santiago Pascual
Joan Serrà
132
21
0
16 Feb 2022
Monaural source separation: From anechoic to reverberant environments
Monaural source separation: From anechoic to reverberant environments
Tobias Cord-Landwehr
Christoph Boeddeker
Thilo von Neumann
Catalin Zorila
R. Doddipatla
Reinhold Haeb-Umbach
58
31
0
15 Nov 2021
SA-SDR: A novel loss function for separation of meeting style data
SA-SDR: A novel loss function for separation of meeting style data
Thilo von Neumann
K. Kinoshita
Christoph Boeddeker
Marc Delcroix
Reinhold Haeb-Umbach
74
21
0
29 Oct 2021
Speeding Up Permutation Invariant Training for Source Separation
Speeding Up Permutation Invariant Training for Source Separation
Thilo von Neumann
Christoph Boeddeker
K. Kinoshita
Marc Delcroix
Reinhold Haeb-Umbach
58
6
0
30 Jul 2021
On TasNet for Low-Latency Single-Speaker Speech Enhancement
On TasNet for Low-Latency Single-Speaker Speech Enhancement
Morten Kolbæk
Zheng-Hua Tan
S. H. Jensen
Jesper Jensen
81
2
0
27 Mar 2021
Convolutive Transfer Function Invariant SDR training criteria for
  Multi-Channel Reverberant Speech Separation
Convolutive Transfer Function Invariant SDR training criteria for Multi-Channel Reverberant Speech Separation
Christoph Boeddeker
Wangyou Zhang
Tomohiro Nakatani
K. Kinoshita
Tsubasa Ochiai
Marc Delcroix
Naoyuki Kamo
Y. Qian
Reinhold Haeb-Umbach
87
30
0
30 Nov 2020
Attention-based scaling adaptation for target speech extraction
Attention-based scaling adaptation for target speech extraction
Jiangyu Han
Wei Rao
Yanhua Long
Jiaen Liang
62
9
0
19 Oct 2020
Multi-microphone Complex Spectral Mapping for Utterance-wise and
  Continuous Speech Separation
Multi-microphone Complex Spectral Mapping for Utterance-wise and Continuous Speech Separation
Zhong-Qiu Wang
Peidong Wang
DeLiang Wang
58
90
0
04 Oct 2020
Multi-talker ASR for an unknown number of sources: Joint training of
  source counting, separation and ASR
Multi-talker ASR for an unknown number of sources: Joint training of source counting, separation and ASR
Thilo von Neumann
Christoph Boeddeker
Lukas Drude
K. Kinoshita
Marc Delcroix
Tomohiro Nakatani
Reinhold Haeb-Umbach
81
41
0
04 Jun 2020
Exploring the Best Loss Function for DNN-Based Low-latency Speech
  Enhancement with Temporal Convolutional Networks
Exploring the Best Loss Function for DNN-Based Low-latency Speech Enhancement with Temporal Convolutional Networks
Yuichiro Koyama
Tyler Vuong
Stefan Uhlich
Bhiksha Raj
82
41
0
23 May 2020
Asteroid: the PyTorch-based audio source separation toolkit for
  researchers
Asteroid: the PyTorch-based audio source separation toolkit for researchers
Manuel Pariente
Samuele Cornell
Joris Cosentino
S. Sivasankaran
Efthymios Tzinis
...
Juan M. Martín-Donas
David Ditter
Ariel Frank
Antoine Deleforge
Emmanuel Vincent
94
157
0
08 May 2020
A Multi-Phase Gammatone Filterbank for Speech Separation via TasNet
A Multi-Phase Gammatone Filterbank for Speech Separation via TasNet
David Ditter
Timo Gerkmann
63
58
0
25 Oct 2019
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