Visual scene graphs for audio source separation

M Chatterjee, J Le Roux, N Ahuja… - Proceedings of the …, 2021 - openaccess.thecvf.com
State-of-the-art approaches for visually-guided audio source separation typically assume
sources that have characteristic sounds, such as musical instruments. These approaches …

An empirical study of Conv-TasNet

B Kadıoğlu, M Horgan, X Liu, J Pons… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
Conv-TasNet is a recently proposed waveform-based deep neural network that achieves
state-of-the-art performance in speech source separation. Its architecture consists of a …

SoundBeam: Target sound extraction conditioned on sound-class labels and enrollment clues for increased performance and continuous learning

M Delcroix, JB Vázquez, T Ochiai… - … on Audio, Speech …, 2022 - ieeexplore.ieee.org
In many situations, we would like to hear desired sound events (SEs) while being able to
ignore interference. Target sound extraction (TSE) tackles this problem by estimating the …

One-shot conditional audio filtering of arbitrary sounds

B Gfeller, D Roblek… - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
We consider the problem of separating a particular sound source from a single-channel
mixture, based on only a short sample of the target source (from the same recording). Using …

Finding strength in weakness: Learning to separate sounds with weak supervision

F Pishdadian, G Wichern… - IEEE/ACM Transactions …, 2020 - ieeexplore.ieee.org
While there has been much recent progress using deep learning techniques to separate
speech and music audio signals, these systems typically require large collections of isolated …

Audio query-based music source separation

JH Lee, HS Choi, K Lee - arXiv preprint arXiv:1908.06593, 2019 - arxiv.org
In recent years, music source separation has been one of the most intensively studied
research areas in music information retrieval. Improvements in deep learning lead to a big …

Conditioned source separation for musical instrument performances

O Slizovskaia, G Haro, E Gómez - IEEE/ACM Transactions on …, 2021 - ieeexplore.ieee.org
In music source separation, the number of sources may vary for each piece and some of the
sources may belong to the same family of instruments, thus sharing timbral characteristics …

Separation of Overlapping Audio Signals: A Review on Current Trends and Evolving Approaches

K Nath, KK Sarma - Signal Processing, 2024 - Elsevier
Separating the signals from the mixture when the signals share same frequency and time
domain pattern is always a matter of concern. In natural environment, sound events often …

Learning audio-visual dynamics using scene graphs for audio source separation

M Chatterjee, N Ahuja… - Advances in Neural …, 2022 - proceedings.neurips.cc
There exists an unequivocal distinction between the sound produced by a static source and
that produced by a moving one, especially when the source moves towards or away from the …

Tackling the cocktail fork problem for separation and transcription of real-world soundtracks

D Petermann, G Wichern… - … on Audio, Speech …, 2023 - ieeexplore.ieee.org
Emulating the human ability to solve the cocktail party problem, ie, focus on a source of
interest in a complex acoustic scene, is a long standing goal of audio source separation …