Music Information Retrieval

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

26 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

30 shown of 125 papers with code (255 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.

• Music Artist Classification with Convolutional Recurrent Neural Networks
  14 Jan 2019 6 repositories listed
  To this end, an established classification architecture, a Convolutional Recurrent Neural Network (CRNN), is applied to the artist20 music artist identification dataset under a comprehensive set of conditions.
• Mustango: Toward Controllable Text-to-Music Generation
  14 Nov 2023 4 repositories listed Syntology ran 7 of 9 samples · 2 unverified
  Through extensive experiments, we show that the quality of the music generated by Mustango is state-of-the-art, and the controllability through music-specific text prompts greatly outperforms other models such as…
• Revisiting Singing Voice Detection: a Quantitative Review and the Future Outlook
  4 Jun 2018 4 repositories listed
  Since the vocal component plays a crucial role in popular music, singing voice detection has been an active research topic in music information retrieval.
• MidiCaps: A large-scale MIDI dataset with text captions
  4 Jun 2024 3 repositories listed Syntology ran 1 of 11 samples · 10 unverified
  This work aims to enable research that combines LLMs with symbolic music by presenting, the first openly available large-scale MIDI dataset with text captions.
• Neural Audio Fingerprint for High-specific Audio Retrieval based on Contrastive Learning
  22 Oct 2020 3 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Most of existing audio fingerprinting systems have limitations to be used for high-specific audio retrieval at scale.
• GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music
  11 Oct 2020 3 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  In this article, we create a GiantMIDI-Piano (GP) dataset containing 38, 700, 838 transcribed notes and 10, 855 unique solo piano works composed by 2, 786 composers.
• Rethinking CNN Models for Audio Classification
  22 Jul 2020 3 repositories listed
  Besides, we show that even though we use the pretrained model weights for initialization, there is variance in performance in various output runs of the same model.
• Optical Music Recognition with Convolutional Sequence-to-Sequence Models
  16 Jul 2017 3 repositories listed
  This data set is the first publicly available set in OMR research with sufficient size to train and evaluate deep learning models.
• Universal Music Representations? Evaluating Foundation Models on World Music Corpora
  20 Jun 2025 2 repositories listed
  Foundation models have revolutionized music information retrieval, but questions remain about their ability to generalize across diverse musical traditions.
• All-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed Audio
  31 Jul 2023 2 repositories listed Syntology ran 2 of 6 samples · 4 unverified
  Music is characterized by complex hierarchical structures.
• CLaMP: Contrastive Language-Music Pre-training for Cross-Modal Symbolic Music Information Retrieval
  21 Apr 2023 2 repositories listed
  We introduce CLaMP: Contrastive Language-Music Pre-training, which learns cross-modal representations between natural language and symbolic music using a music encoder and a text encoder trained jointly with a…
• A Data-Driven Methodology for Considering Feasibility and Pairwise Likelihood in Deep Learning Based Guitar Tablature Transcription Systems
  17 Apr 2022 2 repositories listed
  This naturally enforces playability constraints for guitar, and yields tablature which is more consistent with the symbolic data used to estimate pairwise likelihoods.
• Nonnegative Tucker Decomposition with Beta-divergence for Music Structure Analysis of Audio Signals
  27 Oct 2021 2 repositories listed
  Nonnegative Tucker decomposition (NTD), a tensor decomposition model, has received increased interest in the recent years because of its ability to blindly extract meaningful patterns, in particular in Music Information…
• Learning Sparse Analytic Filters for Piano Transcription
  23 Aug 2021 2 repositories listed
  In this work, several variations of a frontend filterbank learning module are investigated for piano transcription, a challenging low-level music information retrieval task.
• Sequence-to-Sequence Piano Transcription with Transformers
  19 Jul 2021 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Automatic Music Transcription has seen significant progress in recent years by training custom deep neural networks on large datasets.
• Tracing Back Music Emotion Predictions to Sound Sources and Intuitive Perceptual Qualities
  14 Jun 2021 2 repositories listed Syntology ran 5 of 5 samples · 0 unverified · 5 pointer-only (licence)
  In previous work, we have shown how to derive explanations of model predictions in terms of spectrogram image segments that connect to the high-level emotion prediction via a layer of easily interpretable perceptual…
• 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.
• Learning a Representation for Cover Song Identification Using Convolutional Neural Network
  1 Nov 2019 2 repositories listed
  We first train the network through classification strategies; the network is then used to extract music representation for cover song identification.
• Improving Machine Hearing on Limited Data Sets
  21 Mar 2019 2 repositories listed
  In this contribution we investigate how input and target representations interplay with the amount of available training data in a music information retrieval setting.
• Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross Entropy
  4 Dec 2018 2 repositories listed
  We present a unique neural network approach inspired by a technique that has revolutionized the field of vision: pixel-wise image classification, which we combine with cross entropy loss and pretraining of the CNN as an…
• CREPE: A Convolutional Representation for Pitch Estimation
  17 Feb 2018 2 repositories listed Syntology ran 3 of 23 samples · 20 unverified
  To date, the best performing techniques, such as the pYIN algorithm, are based on a combination of DSP pipelines and heuristics.
• A Tutorial on Deep Learning for Music Information Retrieval
  13 Sep 2017 2 repositories listed
  Following their success in Computer Vision and other areas, deep learning techniques have recently become widely adopted in Music Information Retrieval (MIR) research.
• A Hierarchical Deep Learning Approach for Minority Instrument Detection
  26 Jun 2025 1 repository listed
  Identifying instrument activities within audio excerpts is vital in music information retrieval, with significant implications for music cataloging and discovery.
• A Mamba-based Network for Semi-supervised Singing Melody Extraction Using Confidence Binary Regularization
  13 May 2025 1 repository listed
  Singing melody extraction (SME) is a key task in the field of music information retrieval.
• Learning Music Audio Representations With Limited Data
  9 May 2025 1 repository listed
  Large deep-learning models for music, including those focused on learning general-purpose music audio representations, are often assumed to require substantial training data to achieve high performance.
• The GigaMIDI Dataset with Features for Expressive Music Performance Detection
  24 Feb 2025 1 repository listed
  This curated iteration of GigaMIDI encompasses expressively-performed instrument tracks detected by NOMML, containing all General MIDI instruments, constituting 31% of the GigaMIDI dataset, totalling 1, 655, 649 tracks.
• Musical Score Following using Statistical Inference
  6 Feb 2025 1 repository listed
  Musical score following is the real-time mapping of a performance to corresponding locations in a musical score.
• Exploring GPT's Ability as a Judge in Music Understanding
  22 Jan 2025 1 repository listed
  We convert the music data to symbolic inputs and evaluate LLMs' ability in detecting annotation errors in three key MIR tasks: beat tracking, chord extraction, and key estimation.
• Text2Playlist: Generating Personalized Playlists from Text on Deezer
  10 Jan 2025 1 repository listed
  The streaming service Deezer heavily relies on the search to help users navigate through its extensive music catalog.
• Personalized Dynamic Music Emotion Recognition with Dual-Scale Attention-Based Meta-Learning
  26 Dec 2024 1 repository listed
  Motivated by these issues, we explore more effective sequence processing methods and introduce the Personalized DMER (PDMER) problem, which requires models to predict emotions that align with personalized perception.

Syntology lines on 8 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.