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Music Transcription

Music transcription is the task of converting an acoustic musical signal into some form of music notation.

( Image credit: ISMIR 2015 Tutorial - Automatic Music Transcription )

Papers

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Showing 1–50 of 96 papers

TitleStatusHype
A Lightweight Instrument-Agnostic Model for Polyphonic Note Transcription and Multipitch EstimationCode4
Scoring Time Intervals using Non-Hierarchical Transformer For Automatic Piano TranscriptionCode3
YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem AugmentationCode3
MR-MT3: Memory Retaining Multi-Track Music Transcription to Mitigate Instrument LeakageCode2
Cross-domain Neural Pitch and Periodicity EstimationCode2
M4Singer: a Multi-Style, Multi-Singer and Musical Score Provided Mandarin Singing CorpusCode2
Omnizart: A General Toolbox for Automatic Music TranscriptionCode2
Learning Features of Music from ScratchCode1
A holistic approach to polyphonic music transcription with neural networksCode1
A Unified Model for Zero-shot Music Source Separation, Transcription and SynthesisCode1
MT3: Multi-Task Multitrack Music TranscriptionCode1
Onsets and Frames: Dual-Objective Piano TranscriptionCode1
Unaligned Supervision For Automatic Music Transcription in The WildCode1
Automatic Piano Transcription with Hierarchical Frequency-Time TransformerCode1
The MIDI Degradation Toolkit: Symbolic Music Augmentation and CorrectionCode1
Sequence-to-Sequence Piano Transcription with TransformersCode1
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO DatasetCode1
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical DecodingCode1
Bayesian Sparsification of Deep C-valued NetworksCode1
Music transcription modelling and composition using deep learningCode1
The Effect of Spectrogram Reconstruction on Automatic Music Transcription: An Alternative Approach to Improve Transcription AccuracyCode1
FretNet: Continuous-Valued Pitch Contour Streaming for Polyphonic Guitar Tablature TranscriptionCode1
The Chamber Ensemble Generator: Limitless High-Quality MIR Data via Generative ModelingCode1
Source Separation & Automatic Transcription for MusicCode1
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano TranscriptionCode1
Deep Complex NetworksCode1
Residual Shuffle-Exchange Networks for Fast Processing of Long SequencesCode1
Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFsCode1
Late multimodal fusion for image and audio music transcription—0
Machine Learning Techniques in Automatic Music Transcription: A Systematic Survey—0
Meta-learning-based percussion transcription and tala identification from low-resource audio—0
Multi-modal Multi-view Clustering based on Non-negative Matrix Factorization—0
Multi-task learning-based temporal pattern matching network for guitar tablature transcription—0
Multitrack Music Transcription with a Time-Frequency Perceiver—0
A Data-Driven Analysis of Robust Automatic Piano Transcription—0
Music Foundation Model as Generic Booster for Music Downstream Tasks—0
Music Tempo Estimation on Solo Instrumental Performance—0
Musical Rhythm Transcription Based on Bayesian Piece-Specific Score Models Capturing Repetitions—0
Music Transcription by Deep Learning with Data and "Artificial Semantic" Augmentation—0
Note Value Recognition for Piano Transcription Using Markov Random Fields—0
Musical Features for Automatic Music Transcription Evaluation—0
Adversarial Learning for Improved Onsets and Frames Music Transcription—0
AGREEMENT AMONG HUMAN AND AUTOMATED TRANSCRIPTIONS OF GLOBAL SONGS—0
A Hybrid Recurrent Neural Network For Music Transcription—0
AIoT-Based Drum Transcription Robot using Convolutional Neural Networks—0
AMT-APC: Automatic Piano Cover by Fine-Tuning an Automatic Music Transcription Model—0
An Augmented Lagrangian Method for Piano Transcription using Equal Loudness Thresholding and LSTM-based Decoding—0
Annotation-free Automatic Music Transcription with Scalable Synthetic Data and Adversarial Domain Confusion—0
A Phoneme-Informed Neural Network Model for Note-Level Singing Transcription—0
A Transformer-Based Visual Piano Transcription Algorithm—0
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All datasetsMAESTROMAPSMusicNetSlakh2100URMPSMD Piano

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF)Onset F198.32—Unverified
2hFT-TransformerOnset F197.44—Unverified
3Kim et al.Onset F197.23—Unverified
4YourMT3+ (YPTF.MoE+M) noPSOnset F196.98—Unverified
5Kong et al.Onset F196.72—Unverified
6YourMT3+ (YPTF.MoE+M)Onset F196.52—Unverified
7Semi-CRFOnset F196.11—Unverified
8MT3 (single dataset)Onset F188—Unverified
9MT3 (multi dataset)Onset F186—Unverified
#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF) with Data AugmentationOnset F190.38—Unverified
2YourMT3+ (YPTF.MoE+M, unseen) noPSOnset F188.73—Unverified
3Edwards et al.Onset F188.4—Unverified
4YourMT3+ (YPTF+S, unseen)Onset F188.37—Unverified
5Transkun V2 (SemiCRF)Onset F186.1—Unverified
6hFT-TransformerOnset F185.14—Unverified
#ModelMetricClaimedVerifiedStatus
1Residual Shuffle-Exchange networkAPS78.02—Unverified
2Complex TransformerAPS74.22—Unverified
3Deep Complex NetworkAPS72.9—Unverified
4Concatenated TransformerAPS71.3—Unverified
5Deep Real NetworkAPS69.6—Unverified
6CNN (64 stride)APS67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1YourMT3+ (YPTF.MoE+M)note-level F-measure-no-offset (Fno)0.85—Unverified
2PerceiverTFnote-level F-measure-no-offset (Fno)0.82—Unverified
3MT3 (colab)note-level F-measure-no-offset (Fno)0.75—Unverified
4Jointistnote-level F-measure-no-offset (Fno)0.6—Unverified
5MT3note-level F-measure-no-offset (Fno)0.57—Unverified
6Basic Pitchnote-level F-measure-no-offset (Fno)0.43—Unverified
#ModelMetricClaimedVerifiedStatus
1YourMT3+ (YPTF.MoE+M)Onset F181.79—Unverified
2MT3Onset F177—Unverified
#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF) with Data AugmentationOnset F198.71—Unverified