mlsanityData to 14 Oct 2026

Distribution Preserving Source Separation With Time Frequency Predictive Models

arXiv 2303.05896 ↗First posted 10 Mar 2023eess.AS cs.LG cs.SDcited by 1

Not on the map. Why?

Abstract (arXiv)

We provide an example of a distribution preserving source separation method, which aims at addressing perceptual shortcomings of state-of-the-art methods. Our approach uses unconditioned generative models of signal sources. Reconstruction is achieved by means of mix-consistent sampling from a distribution conditioned on a realization of a mix. The separated signals follow their respective source distributions, which provides an advantage when separation results are evaluated in a listening test.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 21 of its 29 references that are in the map. First posted on arXiv 10 Mar 2023.

Builds on

21 of 29 references.

References · 21

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2020Score-Based Generative Modeling through Stochastic Differential Equationscited by 9,122
  3. 2016SGDR: Stochastic Gradient Descent with Warm Restartscited by 5,045
  4. 2019Generative Modeling by Estimating Gradients of the Data Distributioncited by 4,101
  5. 2016WaveNet: A Generative Model for Raw Audiocited by 1,722
  6. 2017The Perception-Distortion Tradeoffcited by 587
  7. 2018SDR - half-baked or well done?cited by 423
  8. 2017TasNet: time-domain audio separation network for real-time, single-channel speech separationcited by 115
  9. 2023Multi-Source Diffusion Models for Simultaneous Music Generation and Separationcited by 63
  10. 2022Multi-instrument Music Synthesis with Spectrogram Diffusioncited by 42
  11. 2021CRASH: Raw Audio Score-based Generative Modeling for Controllable High-resolution Drum Sound Synthesiscited by 37
  12. 2022Full-band General Audio Synthesis with Score-based Diffusioncited by 32
9 more
  1. 2017Generative Adversarial Source Separationcited by 19
  2. 2018End-to-end music source separation: is it possible in the waveform domain?cited by 19
  3. 2021Parallel and Flexible Sampling from Autoregressive Models via Langevin Dynamicscited by 19
  4. 2020Unsupervised Audio Source Separation using Generative Priorscited by 17
  5. 2022On loss functions and evaluation metrics for music source separationcited by 17
  6. 2021Objective Measures of Perceptual Audio Quality Reviewed: An Evaluation of Their Application Domain Dependencecited by 14
  7. 2022Music Separation Enhancement with Generative Modelingcited by 8
  8. 2021On tuning consistent annealed sampling for denoising score matchingcited by 4
  9. 2022High Quality Audio Coding with MDCTNetcited by 4

Built on by

Cited by year

Citing papers per year: 2024: 1.

1 paper.

  1. 2024Audio Decoding by Inverse Problem Solvingcited by 1