Speech Dereverberation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 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

6 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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

20 shown of 20 papers with code (50 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.

• AV-RIR: Audio-Visual Room Impulse Response Estimation
  30 Nov 2023 2 repositories listed
  We propose AV-RIR, a novel multi-modal multi-task learning approach to accurately estimate the RIR from a given reverberant speech signal and the visual cues of its corresponding environment.
• StoRM: A Diffusion-based Stochastic Regeneration Model for Speech Enhancement and Dereverberation
  22 Dec 2022 2 repositories listed Syntology ran 1 of 6 samples · 5 unverified
  As diffusion models are generative approaches they may also produce vocalizing and breathing artifacts in adverse conditions.
• Deformable Temporal Convolutional Networks for Monaural Noisy Reverberant Speech Separation
  27 Oct 2022 2 repositories listed
  In this work deformable convolution is proposed as a solution to allow TCN models to have dynamic RFs that can adapt to various reverberation times for reverberant speech separation.
• MESH2IR: Neural Acoustic Impulse Response Generator for Complex 3D Scenes
  18 May 2022 2 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  We show that the acoustic metrics of the IRs predicted from our MESH2IR match the ground truth with less than 10% error.
• VINP: Variational Bayesian Inference with Neural Speech Prior for Joint ASR-Effective Speech Dereverberation and Blind RIR Identification
  11 Feb 2025 1 repository listed
  Reverberant speech, denoting the speech signal degraded by the process of reverberation, contains crucial knowledge of both anechoic source speech and room impulse response (RIR).
• Acoustic modeling for Overlapping Speech Recognition: JHU Chime-5 Challenge System
  17 May 2024 1 repository listed
  This paper summarizes our acoustic modeling efforts in the Johns Hopkins University speech recognition system for the CHiME-5 challenge to recognize highly-overlapped dinner party speech recorded by multiple microphone…
• RVAE-EM: Generative speech dereverberation based on recurrent variational auto-encoder and convolutive transfer function
  15 Sep 2023 1 repository listed
  In this work, we propose a generative dereverberation method.
• Explicit Estimation of Magnitude and Phase Spectra in Parallel for High-Quality Speech Enhancement
  17 Aug 2023 1 repository listed Syntology ran 13 of 14 samples · 1 unverified
  Compared to existing phase-aware speech enhancement methods, it further mitigates the compensation effect between the magnitude and phase by explicit phase estimation, elevating the perceptual quality of enhanced speech.
• DeFT-AN: Dense Frequency-Time Attentive Network for Multichannel Speech Enhancement
  15 Dec 2022 1 repository listed
  In this study, we propose a dense frequency-time attentive network (DeFT-AN) for multichannel speech enhancement.
• Analysing Diffusion-based Generative Approaches versus Discriminative Approaches for Speech Restoration
  4 Nov 2022 1 repository listed
  In this paper, we systematically compare the performance of generative diffusion models and discriminative approaches on different speech restoration tasks.
• Speech Dereverberation with a Reverberation Time Shortening Target
  20 Oct 2022 1 repository listed
  The proposed RTS target suppresses reverberation and meanwhile maintains the exponential decaying property of reverberation, which will ease the network training, and thus reduce signal distortion caused by the…
• Speech Enhancement and Dereverberation with Diffusion-based Generative Models
  11 Aug 2022 1 repository listed
  This matches our forward process which moves from clean speech to noisy speech by including a drift term.
• Utterance Weighted Multi-Dilation Temporal Convolutional Networks for Monaural Speech Dereverberation
  17 May 2022 1 repository listed
  It is shown that this weighted multi-dilation temporal convolutional network (WD-TCN) consistently outperforms the TCN across various model configurations and using the WD-TCN model is a more parameter efficient method…
• Receptive Field Analysis of Temporal Convolutional Networks for Monaural Speech Dereverberation
  13 Apr 2022 1 repository listed
  A feature of TCNs is that they have a receptive field (RF) dependent on the specific model configuration which determines the number of input frames that can be observed to produce an individual output frame.
• Task-specific Optimization of Virtual Channel Linear Prediction-based Speech Dereverberation Front-End for Far-Field Speaker Verification
  27 Dec 2021 1 repository listed
  Developing a single-microphone speech denoising or dereverberation front-end for robust automatic speaker verification (ASV) in noisy far-field speaking scenarios is challenging.
• Late reverberation suppression using U-nets
  5 Oct 2021 1 repository listed
  In real-world settings, speech signals are almost always affected by reverberation produced by the working environment; these corrupted signals need to be \emph{dereverberated} prior to performing, e.
• Blind Room Parameter Estimation Using Multiple-Multichannel Speech Recordings
  29 Jul 2021 1 repository listed
  Knowing the geometrical and acoustical parameters of a room may benefit applications such as audio augmented reality, speech dereverberation or audio forensics.
• HiFi-GAN: High-Fidelity Denoising and Dereverberation Based on Speech Deep Features in Adversarial Networks
  10 Jun 2020 1 repository listed
  Real-world audio recordings are often degraded by factors such as noise, reverberation, and equalization distortion.
• Real-time Single-channel Dereverberation and Separation with Time-domainAudio Separation Network
  2 Sep 2018 1 repository listed
  We investigate the recently proposed Time-domain Audio Sep-aration Network (TasNet) in the task of real-time single-channel speech dereverberation.
• Investigating Generative Adversarial Networks based Speech Dereverberation for Robust Speech Recognition
  27 Mar 2018 1 repository listed
  First, we study the effectiveness of different dereverberation networks (the generator in GAN) and find that LSTM leads a significant improvement as compared with feed-forward DNN and CNN in our dataset.

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.