Music Tagging

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

4 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

22 shown of 22 papers with code (35 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.

• Convolutional Recurrent Neural Networks for Music Classification
  14 Sep 2016 13 repositories listed
  We introduce a convolutional recurrent neural network (CRNN) for music tagging.
• Automatic tagging using deep convolutional neural networks
  1 Jun 2016 11 repositories listed
  We present a content-based automatic music tagging algorithm using fully convolutional neural networks (FCNs).
• Transfer learning for music classification and regression tasks
  27 Mar 2017 3 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  In this paper, we present a transfer learning approach for music classification and regression tasks.
• M2D2: Exploring General-purpose Audio-Language Representations Beyond CLAP
  28 Mar 2025 2 repositories listed
  In the second stage, it learns CLAP features using the audio features learned from the LLM-based embeddings.
• audioLIME: Listenable Explanations Using Source Separation
  2 Aug 2020 2 repositories listed
  Deep neural networks (DNNs) are successfully applied in a wide variety of music information retrieval (MIR) tasks but their predictions are usually not interpretable.
• Semantic-Aware Interpretable Multimodal Music Auto-Tagging
  22 May 2025 1 repository listed
  Music auto-tagging is essential for organizing and discovering music in extensive digital libraries.
• 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.
• MuQ: Self-Supervised Music Representation Learning with Mel Residual Vector Quantization
  2 Jan 2025 1 repository listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  In this paper, we propose a self-supervised music representation learning model for music understanding.
• PIAST: A Multimodal Piano Dataset with Audio, Symbolic and Text
  4 Nov 2024 1 repository listed
  While piano music has become a significant area of study in Music Information Retrieval (MIR), there is a notable lack of datasets for piano solo music with text labels.
• Towards Training Music Taggers on Synthetic Data
  2 Jul 2024 1 repository listed
  Most contemporary music tagging systems rely on large volumes of annotated data.
• An Experimental Comparison Of Multi-view Self-supervised Methods For Music Tagging
  14 Apr 2024 1 repository listed
  In this study, we expand the scope of pretext tasks applied to music by investigating and comparing the performance of new self-supervised methods for music tagging.
• Perceptual Musical Features for Interpretable Audio Tagging
  18 Dec 2023 1 repository listed
  In the age of music streaming platforms, the task of automatically tagging music audio has garnered significant attention, driving researchers to devise methods aimed at enhancing performance metrics on standard…
• Employing Crowdsourcing for Enriching a Music Knowledge Base in Higher Education
  12 Jun 2023 1 repository listed
  The campaign's results and the comments gathered through an online survey enable us to draw some useful insights about the benefits and challenges of integrating crowdsourcing into computer science curricula and how…
• MuLan: A Joint Embedding of Music Audio and Natural Language
  26 Aug 2022 1 repository listed
  Music tagging and content-based retrieval systems have traditionally been constructed using pre-defined ontologies covering a rigid set of music attributes or text queries.
• S3T: Self-Supervised Pre-training with Swin Transformer for Music Classification
  21 Feb 2022 1 repository listed
  To our knowledge, S3T is the first method combining the Swin Transformer with a self-supervised learning method for music classification.
• Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain Adaptation
  20 Feb 2022 1 repository listed
  The study of Music Cognition and neural responses to music has been invaluable in understanding human emotions.
• Unsupervised Source Separation By Steering Pretrained Music Models
  25 Oct 2021 1 repository listed
  We showcase an unsupervised method that repurposes deep models trained for music generation and music tagging for audio source separation, without any retraining.
• Codified audio language modeling learns useful representations for music information retrieval
  12 Jul 2021 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  Relative to representations from conventional MIR models which are pre-trained on tagging, we find that using representations from Jukebox as input features yields 30% stronger performance on average across four MIR…
• A Modulation Front-End for Music Audio Tagging
  25 May 2021 1 repository listed
  Modulation filter bank representations that have been actively researched as a basis for timbre perception have the potential to facilitate the extraction of perceptually salient features.
• Melon Playlist Dataset: a public dataset for audio-based playlist generation and music tagging
  30 Jan 2021 1 repository listed
  We present Melon Playlist Dataset, a public dataset of mel-spectrograms for 649, 091tracks and 148, 826 associated playlists annotated by 30, 652 different tags.
• Multimodal Metric Learning for Tag-based Music Retrieval
  30 Oct 2020 1 repository listed
  In this paper, we investigate three ideas to successfully introduce multimodal metric learning for tag-based music retrieval: elaborate triplet sampling, acoustic and cultural music information, and domain-specific word…
• A Comparison of Audio Signal Preprocessing Methods for Deep Neural Networks on Music Tagging
  6 Sep 2017 1 repository listed
  In this paper, we empirically investigate the effect of audio preprocessing on music tagging with deep neural networks.

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.