Music Genre Classification

Benchmarks archive 2025-07-28

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Libraries

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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

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Most implemented papers archive 2025-07-28

25 shown of 25 papers with code (56 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.

• 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.
• Pre-training Music Classification Models via Music Source Separation
  24 Oct 2023 2 repositories listed
  In this paper, we study whether music source separation can be used as a pre-training strategy for music representation learning, targeted at music classification tasks.
• Hierarchical quantum circuit representations for neural architecture search
  26 Oct 2022 2 repositories listed
  The QCNN is a circuit model inspired by the architecture of Convolutional Neural Networks (CNNs).
• Deep Learning Based EDM Subgenre Classification using Mel-Spectrogram and Tempogram Features
  17 Oct 2021 2 repositories listed
  Along with the evolution of music technology, a large number of styles, or "subgenres," of Electronic Dance Music(EDM) have emerged in recent years.
• Texture Selection for Automatic Music Genre Classification
  28 May 2019 2 repositories listed
  In this paper, we evaluate the impact of frame selection on automatic music genre classification in a bag of frames scenario.
• Convolutional Neural Network Achieves Human-level Accuracy in Music Genre Classification
  27 Feb 2018 2 repositories listed
  Here, we propose a new method that combines knowledge of human perception study in music genre classification and the neurophysiology of the auditory system.
• Music Genre Classification with Paralleling Recurrent Convolutional Neural Network
  22 Dec 2017 2 repositories listed
  Deep learning has been demonstrated its effectiveness and efficiency in music genre classification.
• 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.
• Music Genre Classification using Large Language Models
  10 Oct 2024 1 repository listed
  The proposed approach splits audio signals into 20 ms chunks and processes them through convolutional feature encoders, a transformer encoder, and additional layers for coding audio units and generating feature vectors.
• Multi-Source Contrastive Learning from Musical Audio
  14 Feb 2023 1 repository listed
  Contrastive learning constitutes an emerging branch of self-supervised learning that leverages large amounts of unlabeled data, by learning a latent space, where pairs of different views of the same sample are…
• Effective Audio Classification Network Based on Paired Inverse Pyramid Structure and Dense MLP Block
  5 Nov 2022 1 repository listed
  Recently, massive architectures based on Convolutional Neural Network (CNN) and self-attention mechanisms have become necessary for audio classification.
• Integrated Parameter-Efficient Tuning for General-Purpose Audio Models
  4 Nov 2022 1 repository listed
  To overcome these limitations, the present study explores and applies efficient transfer learning methods in the audio domain.
• Low-Resource Music Genre Classification with Cross-Modal Neural Model Reprogramming
  2 Nov 2022 1 repository listed
  In this work, we introduce a novel method for leveraging pre-trained models for low-resource (music) classification based on the concept of Neural Model Reprogramming (NMR).
• Masked Modeling Duo: Learning Representations by Encouraging Both Networks to Model the Input
  26 Oct 2022 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  We propose a new method, Masked Modeling Duo (M2D), that learns representations directly while obtaining training signals using only masked patches.
• MATT: A Multiple-instance Attention Mechanism for Long-tail Music Genre Classification
  9 Sep 2022 1 repository listed
  Imbalanced music genre classification is a crucial task in the Music Information Retrieval (MIR) field for identifying the long-tail, data-poor genre based on the related music audio segments, which is very prevalent in…
• A Study on Broadcast Networks for Music Genre Classification
  25 Aug 2022 1 repository listed
  Due to the increased demand for music streaming/recommender services and the recent developments of music information retrieval frameworks, Music Genre Classification (MGC) has attracted the community's attention.
• Uncertainty Calibration for Deep Audio Classifiers
  27 Jun 2022 1 repository listed
  In this work, we investigate the uncertainty calibration for deep audio classifiers.
• 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.
• MS-SincResNet: Joint learning of 1D and 2D kernels using multi-scale SincNet and ResNet for music genre classification
  18 Sep 2021 1 repository listed
  First, an input music signal is divided into a number of fixed-duration (3 seconds in this study) music clips, and the raw waveform of each music clip is fed into 1D MS-SincNet filter learning module to obtain…
• 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…
• Machine learning for music genre: multifaceted review and experimentation with audioset
  28 Nov 2019 1 repository listed
  Music genre classification is one of the sub-disciplines of music information retrieval (MIR) with growing popularity among researchers, mainly due to the already open challenges.
• Bottom-up Broadcast Neural Network For Music Genre Classification
  24 Jan 2019 1 repository listed
  Music genre recognition based on visual representation has been successfully explored over the last years.
• Music Genre Classification using Masked Conditional Neural Networks
  18 Feb 2018 1 repository listed
  MCLNN has achieved accuracies that are competitive to state-of-the-art handcrafted attempts in addition to models based on Convolutional Neural Networks.
• Multi-label Music Genre Classification from Audio, Text, and Images Using Deep Features
  16 Jul 2017 1 repository listed
  Music genres allow to categorize musical items that share common characteristics.
• Lyrics-Based Music Genre Classification Using a Hierarchical Attention Network
  15 Jul 2017 1 repository listed
  In this study we apply recurrent neural network models to classify a large dataset of intact song lyrics.

Syntology lines on 2 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.