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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 96 papers

Title	Date	Tasks	Status	Hype	Score
Source Separation & Automatic Transcription for Music	Dec 9, 2024	Music TranscriptionSpeech Enhancement	CodeCode Available	1	5
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO Dataset	Oct 29, 2018	Music GenerationMusic Modeling	CodeCode Available	1	5
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical Decoding	May 22, 2024	DecoderMulti-Task Learning	CodeCode Available	1	5
Just Label the Repeats for In-The-Wild Audio-to-Score Alignment	Nov 11, 2024	Dynamic Time WarpingMusic Transcription	CodeCode Available	0	5
An End-to-End Neural Network for Polyphonic Piano Music Transcription	Aug 7, 2015	Language ModelingLanguage Modelling	CodeCode Available	0	5
A Perceptual Measure for Evaluating the Resynthesis of Automatic Music Transcriptions	Feb 24, 2022	Music TranscriptionResynthesis	CodeCode Available	0	5
Bayesian Sparsification Methods for Deep Complex-valued Networks	Mar 25, 2020	Music Transcription	CodeCode Available	0	5
Complex Gated Recurrent Neural Networks	Jun 21, 2018	Human motion predictionmotion prediction	CodeCode Available	0	5
Complex Transformer: A Framework for Modeling Complex-Valued Sequence	Oct 22, 2019	DecoderDeep Learning	CodeCode Available	0	5
Acoustics-specific Piano Velocity Estimation	Mar 30, 2022	Music Transcription	CodeCode Available	0	5
Deep convolutional neural networks for predominant instrument recognition in polyphonic music	May 31, 2016	Information RetrievalInstrument Recognition	CodeCode Available	0	5
Efficient Learning of Harmonic Priors for Pitch Detection in Polyphonic Music	May 19, 2017	Music Transcription	CodeCode Available	0	5
Invariances and Data Augmentation for Supervised Music Transcription	Nov 13, 2017	Data AugmentationMusic Transcription	CodeCode Available	0	5
Multi-Channel Automatic Music Transcription Using Tensor Algebra	Jul 23, 2021	Music Transcriptiontensor algebra	CodeCode Available	0	5
Musical Instrument Playing Technique Detection Based on FCN: Using Chinese Bowed-Stringed Instrument as an Example	Oct 20, 2019	Event DetectionInstrument Playing Technique Detection	CodeCode Available	0	5
Optimal spectral transportation with application to music transcription	Sep 30, 2016	Music Transcription	CodeCode Available	0	5
Quantifying the Corpus Bias Problem in Automatic Music Transcription Systems	Aug 8, 2024	MemorizationMusic Transcription	CodeCode Available	0	5
Scalable Approximate Algorithms for Optimal Transport Linear Models	Apr 6, 2025	Music Transcriptionregression	CodeCode Available	0	5
Scorpiano -- A System for Automatic Music Transcription for Monophonic Piano Music	Aug 24, 2021	Music TranscriptionOnset Detection	CodeCode Available	0	5
Semi-Supervised Convolutive NMF for Automatic Piano Transcription	Feb 10, 2022	Information RetrievalMusic Information Retrieval	CodeCode Available	0	5
Towards multi-instrument drum transcription	Jun 18, 2018	Drum TranscriptionMusic Transcription	CodeCode Available	0	5
Transformer-Based Approaches for Automatic Music Transcription	Feb 12, 2021	Language ModellingMusic Transcription	CodeCode Available	0	5
Jointist: Joint Learning for Multi-instrument Transcription and Its Applications	Jun 22, 2022	Chord RecognitionInstrument Recognition	—Unverified	0	0
A Data-Driven Analysis of Robust Automatic Piano Transcription	Feb 2, 2024	Data AugmentationMusic Transcription	—Unverified	0	0
Late multimodal fusion for image and audio music transcription	Apr 6, 2022	Information RetrievalMusic Information Retrieval	—Unverified	0	0

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All datasets MAESTRO MAPS MusicNet Slakh2100 URMP SMD Piano

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Transkun V2 (SemiCRF)	Onset F1	98.32	—	Unverified
2	hFT-Transformer	Onset F1	97.44	—	Unverified
3	Kim et al.	Onset F1	97.23	—	Unverified
4	YourMT3+ (YPTF.MoE+M) noPS	Onset F1	96.98	—	Unverified
5	Kong et al.	Onset F1	96.72	—	Unverified
6	YourMT3+ (YPTF.MoE+M)	Onset F1	96.52	—	Unverified
7	Semi-CRF	Onset F1	96.11	—	Unverified
8	MT3 (single dataset)	Onset F1	88	—	Unverified
9	MT3 (multi dataset)	Onset F1	86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transkun V2 (SemiCRF) with Data Augmentation	Onset F1	90.38	—	Unverified
2	YourMT3+ (YPTF.MoE+M, unseen) noPS	Onset F1	88.73	—	Unverified
3	Edwards et al.	Onset F1	88.4	—	Unverified
4	YourMT3+ (YPTF+S, unseen)	Onset F1	88.37	—	Unverified
5	Transkun V2 (SemiCRF)	Onset F1	86.1	—	Unverified
6	hFT-Transformer	Onset F1	85.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Residual Shuffle-Exchange network	APS	78.02	—	Unverified
2	Complex Transformer	APS	74.22	—	Unverified
3	Deep Complex Network	APS	72.9	—	Unverified
4	Concatenated Transformer	APS	71.3	—	Unverified
5	Deep Real Network	APS	69.6	—	Unverified
6	CNN (64 stride)	APS	67.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	YourMT3+ (YPTF.MoE+M)	note-level F-measure-no-offset (Fno)	0.85	—	Unverified
2	PerceiverTF	note-level F-measure-no-offset (Fno)	0.82	—	Unverified
3	MT3 (colab)	note-level F-measure-no-offset (Fno)	0.75	—	Unverified
4	Jointist	note-level F-measure-no-offset (Fno)	0.6	—	Unverified
5	MT3	note-level F-measure-no-offset (Fno)	0.57	—	Unverified
6	Basic Pitch	note-level F-measure-no-offset (Fno)	0.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	YourMT3+ (YPTF.MoE+M)	Onset F1	81.79	—	Unverified
2	MT3	Onset F1	77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transkun V2 (SemiCRF) with Data Augmentation	Onset F1	98.71	—	Unverified