Audio Denoising

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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (20 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.

• Co-Separating Sounds of Visual Objects
  16 Apr 2019 3 repositories listed
  Learning how objects sound from video is challenging, since they often heavily overlap in a single audio channel.
• Speech Denoising Without Clean Training Data: A Noise2Noise Approach
  8 Apr 2021 2 repositories listed
  This paper tackles the problem of the heavy dependence of clean speech data required by deep learning based audio-denoising methods by showing that it is possible to train deep speech denoising networks using only noisy…
• Learning to Separate Object Sounds by Watching Unlabeled Video
  5 Apr 2018 2 repositories listed
  Our work is the first to learn audio source separation from large-scale "in the wild" videos containing multiple audio sources per video.
• CleanUMamba: A Compact Mamba Network for Speech Denoising using Channel Pruning
  14 Oct 2024 1 repository listed
  This paper presents CleanUMamba, a time-domain neural network architecture designed for real-time causal audio denoising directly applied to raw waveforms.
• Complex Image Generation SwinTransformer Network for Audio Denoising
  24 Oct 2023 1 repository listed
  Achieving high-performance audio denoising is still a challenging task in real-world applications.
• The Intel Neuromorphic DNS Challenge
  16 Mar 2023 1 repository listed
  A critical enabler for progress in neuromorphic computing research is the ability to transparently evaluate different neuromorphic solutions on important tasks and to compare them to state-of-the-art conventional…
• BirdSoundsDenoising: Deep Visual Audio Denoising for Bird Sounds
  18 Oct 2022 1 repository listed
  Audio denoising has been explored for decades using both traditional and deep learning-based methods.
• Self-Supervised Speech Denoising Using Only Noisy Audio Signals
  30 Oct 2021 1 repository listed
  The first module adopts a random audio sub-sampler on each noisy audio to generate training pairs.
• On the Design of Deep Priors for Unsupervised Audio Restoration
  14 Apr 2021 1 repository listed
  Unsupervised deep learning methods for solving audio restoration problems extensively rely on carefully tailored neural architectures that carry strong inductive biases for defining priors in the time or spectral domain.
• Speech Denoising by Accumulating Per-Frequency Modeling Fluctuations
  16 Apr 2019 1 repository listed
  The method is completely unsupervised and only trains on the specific audio clip that is being denoised.