Self-Supervised Audio Classification

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

1 dataset 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

8 shown of 8 papers with code (9 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.

• ATST: Audio Representation Learning with Teacher-Student Transformer
  26 Apr 2022 4 repositories listed
  Self-supervised learning (SSL) learns knowledge from a large amount of unlabeled data, and then transfers the knowledge to a specific problem with a limited number of labeled data.
• Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning
  17 Feb 2025 1 repository listed
  Therefore, we propose a new method: MAsked latenT Prediction And Classification (MATPAC), which is trained with two pretext tasks solved jointly.
• Self-Supervised Audio-Visual Representation Learning with Relaxed Cross-Modal Synchronicity
  9 Nov 2021 1 repository listed
  We present CrissCross, a self-supervised framework for learning audio-visual representations.
• Broaden Your Views for Self-Supervised Video Learning
  30 Mar 2021 1 repository listed Syntology ran 0 of 8 samples · 8 unverified
  Most successful self-supervised learning methods are trained to align the representations of two independent views from the data.
• Self-Supervised MultiModal Versatile Networks
  29 Jun 2020 1 repository listed
  In particular, we explore how best to combine the modalities, such that fine-grained representations of the visual and audio modalities can be maintained, whilst also integrating text into a common embedding.
• Audio-Visual Instance Discrimination with Cross-Modal Agreement
  27 Apr 2020 1 repository listed
  Our method uses contrastive learning for cross-modal discrimination of video from audio and vice-versa.
• Self-Supervised Learning by Cross-Modal Audio-Video Clustering
  28 Nov 2019 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  To the best of our knowledge, XDC is the first self-supervised learning method that outperforms large-scale fully-supervised pretraining for action recognition on the same architecture.
• Putting An End to End-to-End: Gradient-Isolated Learning of Representations
  28 May 2019 1 repository listed Syntology ran 1 of 4 samples · 3 unverified
  We propose a novel deep learning method for local self-supervised representation learning that does not require labels nor end-to-end backpropagation but exploits the natural order in data instead.

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.