Target Sound Extraction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (16 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• DPM-TSE: A Diffusion Probabilistic Model for Target Sound Extraction
  6 Oct 2023 2 repositories listed
  Common target sound extraction (TSE) approaches primarily relied on discriminative approaches in order to separate the target sound while minimizing interference from the unwanted sources, with varying success in…
• SoloAudio: Target Sound Extraction with Language-oriented Audio Diffusion Transformer
  12 Sep 2024 1 repository listed
  In this paper, we introduce SoloAudio, a novel diffusion-based generative model for target sound extraction (TSE).
• Cross-attention Inspired Selective State Space Models for Target Sound Extraction
  7 Sep 2024 1 repository listed Syntology ran 2 of 4 samples · 2 unverified · 4 pointer-only (licence)
  In this paper, we propose CrossMamba for target sound extraction, which leverages the hidden attention mechanism of Mamba to compute dependencies between the given clues and the audio mixture.
• Can all variations within the unified mask-based beamformer framework achieve identical peak extraction performance?
  22 Jul 2024 1 repository listed
  The experimental results using the CHiME-4 dataset suggested that 1) all 12 variations can achieve the theoretical upper-bound performance, and 2) mask-based scaling can behave like IS, even when constraining the…
• CLAPSep: Leveraging Contrastive Pre-trained Model for Multi-Modal Query-Conditioned Target Sound Extraction
  27 Feb 2024 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  Universal sound separation (USS) aims to extract arbitrary types of sounds from real-world recordings.
• Semantic Hearing: Programming Acoustic Scenes with Binaural Hearables
  1 Nov 2023 1 repository listed
  To achieve this, we make two technical contributions: 1) we present the first neural network that can achieve binaural target sound extraction in the presence of interfering sounds and background noise, and 2) we design…
• Target Sound Extraction with Variable Cross-modality Clues
  15 Mar 2023 1 repository listed
  Automatic target sound extraction (TSE) is a machine learning approach to mimic the human auditory perception capability of attending to a sound source of interest from a mixture of sources.
• Real-Time Target Sound Extraction
  4 Nov 2022 1 repository listed Syntology ran 3 of 7 samples · 4 unverified
  We present the first neural network model to achieve real-time and streaming target sound extraction.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.