Domain separation networks

K Bousmalis, G Trigeorgis… - Advances in neural …, 2016 - proceedings.neurips.cc
… For our Domain Separation Network experiments, our similarity losses are … network after a
number of convolutional and max pooling layers. For each private space encoder network we …

Tasnet: time-domain audio separation network for real-time, single-channel speech separation

Y Luo, N Mesgarani - 2018 IEEE International Conference on …, 2018 - ieeexplore.ieee.org
… /magnitude decoupling and long time window which is … Time-domain Audio Separation
Network (TasNet) to overcome these limitations. We directly model the signal in the time-domain

[PDF][PDF] Real-time single-channel dereverberation and separation with time-domain audio separation network.

Y Luo, N Mesgarani - Interspeech, 2018 - isca-archive.org
… In this paper, we investigated the performance of a recently proposed neural network for
speech separation, the time-domain audio separation network (TasNet), on the task of speech …

Time-domain audio source separation with neural networks based on multiresolution analysis

T Nakamura, S Kozuka… - IEEE/ACM Transactions …, 2021 - ieeexplore.ieee.org
… For speech separation, Conv-TasNet is one of the state-ofthe-art DNNs in the approach of
imitating the conventional spectrogram-domain separation procedure [14]. However, since it …

Beam-TasNet: Time-domain audio separation network meets frequency-domain beamformer

T Ochiai, M Delcroix, R Ikeshita… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
… Figure 1 illustrates the separation procedure of the proposed BeamTasNet. The
proposed method combines a time-domain separation network (ie, TasNet) and frequency-domain

Hierarchic temporal convolutional network with cross-domain encoder for music source separation

Y Hu, Y Chen, W Yang, L He… - IEEE Signal Processing …, 2022 - ieeexplore.ieee.org
… To improve the structure of the network and boost the separation performance, we design a
channel attentive feature descriptor, called feature calibration unit (FCU), as shown in Fig. 3(b…

Vocal harmony separation using time-domain neural networks

S Sarkar, E Benetos, M Sandler - 2021 - qmro.qmul.ac.uk
… ) [13] based time-domain separation architectures from [23] for our experiments using
permutation invariant training (PIT) [17]. We modify the network parameters2 to accommodate for …

Dual-path rnn: efficient long sequence modeling for time-domain single-channel speech separation

Y Luo, Z Chen, T Yoshioka - ICASSP 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
time-domain separation system [4], the model is able to … the timedomain audio separation
network (TasNet) [1, 4, 22], an adaptive front-end method that achieves high speech separation

Performance study of a convolutional time-domain audio separation network for real-time speech denoising

S Sonning, C Schüldt, H Erdogan… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
… a number of nearly causal variants of the network, varying … Similar studies have been made
for timefrequency domain … of the time domain separation network under real-time constraints, …

Adversarial separation network for cross-network node classification

X Zhang, Y Du, R Xie, C Wang - Proceedings of the 30th ACM …, 2021 - dl.acm.org
… topological information of the network. To address the second, we adopt the idea of Domain
Separation Networks [2] and assume that explicitly separating domain-private features can …