SOTAVerified

Audio Source Separation

Audio Source Separation is the process of separating a mixture (e.g. a pop band recording) into isolated sounds from individual sources (e.g. just the lead vocals).

Source: Model selection for deep audio source separation via clustering analysis

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 112 papers

TitleStatusHype
A Generalised Directional Laplacian Distribution: Estimation, Mixture Models and Audio Source Separation—0
A Study of Transfer Learning in Music Source Separation—0
Audio Source Separation Using a Deep Autoencoder—0
Audio Source Separation via Multi-Scale Learning with Dilated Dense U-Nets—0
Audio Source Separation with Discriminative Scattering Networks—0
Automatic Identification of Samples in Hip-Hop Music via Multi-Loss Training and an Artificial Dataset—0
Blind Audio Source Separation with Minimum-Volume Beta-Divergence NMF—0
Convolutive Audio Source Separation using Robust ICA and an intelligent evolving permutation ambiguity solution—0
Cooperative Audio Source Separation and Enhancement Using Distributed Microphone Arrays and Wearable Devices—0
Densely connected multidilated convolutional networks for dense prediction tasks—0
DGMO: Training-Free Audio Source Separation through Diffusion-Guided Mask Optimization—0
Differentiable Dictionary Search: Integrating Linear Mixing with Deep Non-Linear Modelling for Audio Source Separation—0
Differentiable Digital Signal Processing Mixture Model for Synthesis Parameter Extraction from Mixture of Harmonic Sounds—0
Fast accuracy estimation of deep learning based multi-class musical source separation—0
Finding Strength in Weakness: Learning to Separate Sounds with Weak Supervision—0
Fish sounds: towards the evaluation of marine acoustic biodiversity through data-driven audio source separation—0
GASS: Generalizing Audio Source Separation with Large-scale Data—0
Generalized Multichannel Variational Autoencoder for Underdetermined Source Separation—0
Generalized Separable Nonnegative Matrix Factorization—0
Gull: A Generative Multifunctional Audio Codec—0
Hierarchic Temporal Convolutional Network With Cross-Domain Encoder for Music Source Separation—0
Hyperbolic Audio Source Separation—0
Improved Speech Enhancement with the Wave-U-Net—0
Improving Universal Sound Separation Using Sound Classification—0
Independent Deeply Learned Matrix Analysis for Multichannel Audio Source Separation—0
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All datasetsAudioSetMUSIC (multi-source)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ST-SED-SEPSDR10.55—Unverified
2Co-SeparationSDR4.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Co-SeparationSAR11.3—Unverified