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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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 112 papers

Title	Date	Tasks	Status	Hype	Score
Improved Speech Enhancement with the Wave-U-Net	Nov 27, 2018	Audio Source SeparationSpeech Enhancement	CodeCode Available	0	5
A Provably Correct and Robust Algorithm for Convolutive Nonnegative Matrix Factorization	Jun 17, 2019	Audio Source Separation	CodeCode Available	0	5
Co-Separating Sounds of Visual Objects	Apr 16, 2019	Audio DenoisingAudio Source Separation	CodeCode Available	0	5
Retrieving Signals in the Frequency Domain with Deep Complex Extractors	Sep 25, 2019	Audio Source Separation	CodeCode Available	0	5
Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction	Oct 31, 2017	Audio Source SeparationData Augmentation	CodeCode Available	0	5
Audio-Visual Scene Analysis with Self-Supervised Multisensory Features	Apr 10, 2018	Action RecognitionAudio Source Separation	CodeCode Available	0	5
Sampling-Frequency-Independent Audio Source Separation Using Convolution Layer Based on Impulse Invariant Method	May 10, 2021	Audio Source SeparationMusic Source Separation	CodeCode Available	0	5
Conditioned-U-Net: Introducing a Control Mechanism in the U-Net for Multiple Source Separations	Jul 2, 2019	Audio Source Separation	CodeCode Available	0	5
Generalization Challenges for Neural Architectures in Audio Source Separation	Mar 23, 2018	Audio Source Separation	CodeCode Available	0	5
Music source separation conditioned on 3D point clouds	Feb 3, 2021	Audio Source SeparationMusic Source Separation	CodeCode Available	0	5

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All datasets AudioSet MUSIC (multi-source)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ST-SED-SEP	SDR	10.55	—	Unverified
2	Co-Separation	SDR	4.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Co-Separation	SAR	11.3	—	Unverified