Audio Super-Resolution

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

4 leaderboard tables shown for this task, 4 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

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

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

16 shown of 16 papers with code (22 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.

• NU-Wave 2: A General Neural Audio Upsampling Model for Various Sampling Rates
  17 Jun 2022 5 repositories listed Syntology ran 13 of 18 samples · 5 unverified
  Conventionally, audio super-resolution models fixed the initial and the target sampling rates, which necessitate the model to be trained for each pair of sampling rates.
• Audio Super Resolution using Neural Networks
  2 Aug 2017 4 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 3 pointer-only (licence)
  We introduce a new audio processing technique that increases the sampling rate of signals such as speech or music using deep convolutional neural networks.
• NU-Wave: A Diffusion Probabilistic Model for Neural Audio Upsampling
  6 Apr 2021 3 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  In this work, we introduce NU-Wave, the first neural audio upsampling model to produce waveforms of sampling rate 48kHz from coarse 16kHz or 24kHz inputs, while prior works could generate only up to 16kHz.
• CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement
  22 Sep 2022 2 repositories listed
  Rather than focusing exclusively on the speech denoising task, we extend this work to address the dereverberation and super-resolution tasks.
• On Filter Generalization for Music Bandwidth Extension Using Deep Neural Networks
  14 Nov 2020 2 repositories listed
  In this paper, we address a sub-topic of the broad domain of audio enhancement, namely musical audio bandwidth extension.
• FLowHigh: Towards Efficient and High-Quality Audio Super-Resolution with Single-Step Flow Matching
  9 Jan 2025 1 repository listed Syntology ran 10 of 15 samples · 5 unverified
  Audio super-resolution is challenging owing to its ill-posed nature.
• AEROMamba: An efficient architecture for audio super-resolution using generative adversarial networks and state space models
  11 Nov 2024 1 repository listed
  With the proposed AEROMamba, training requires 2-4x less GPU memory, since Mamba exploits the convolutional formulation and leverages GPU memory hierarchy.
• AudioSR: Versatile Audio Super-resolution at Scale
  13 Sep 2023 1 repository listed Syntology ran 1 of 2 samples · 1 unverified
  Audio super-resolution is a fundamental task that predicts high-frequency components for low-resolution audio, enhancing audio quality in digital applications.
• AERO: Audio Super Resolution in the Spectral Domain
  22 Nov 2022 1 repository listed Syntology ran 0 of 8 samples · 8 unverified
  We optimize the model using both time and frequency domain loss functions.
• Nonparallel High-Quality Audio Super Resolution with Domain Adaptation and Resampling CycleGANs
  28 Oct 2022 1 repository listed
  Neural audio super-resolution models are typically trained on low- and high-resolution audio signal pairs.
• Neural Vocoder is All You Need for Speech Super-resolution
  28 Mar 2022 1 repository listed
  In this paper, we propose a neural vocoder based speech super-resolution method (NVSR) that can handle a variety of input resolution and upsampling ratios.
• Learning Continuous Representation of Audio for Arbitrary Scale Super Resolution
  30 Oct 2021 1 repository listed Syntology ran 3 of 7 samples · 4 unverified
  To obtain a continuous representation of audio and enable super resolution for arbitrary scale factor, we propose a method of implicit neural representation, coined Local Implicit representation for Super resolution of…
• TUNet: A Block-online Bandwidth Extension Model based on Transformers and Self-supervised Pretraining
  26 Oct 2021 1 repository listed
  We introduce a block-online variant of the temporal feature-wise linear modulation (TFiLM) model to achieve bandwidth extension.
• Self-Attention for Audio Super-Resolution
  26 Aug 2021 1 repository listed
  Convolutions operate only locally, thus failing to model global interactions.
• Temporal FiLM: Capturing Long-Range Sequence Dependencies with Feature-Wise Modulations.
  1 Dec 2019 1 repository listed
  Learning representations that accurately capture long-range dependencies in sequential inputs --- including text, audio, and genomic data --- is a key problem in deep learning.
• Temporal FiLM: Capturing Long-Range Sequence Dependencies with Feature-Wise Modulations
  14 Sep 2019 1 repository listed
  Learning representations that accurately capture long-range dependencies in sequential inputs -- including text, audio, and genomic data -- is a key problem in deep learning.

Syntology lines on 7 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.