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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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 61–70 of 96 papers

Title	Date	Tasks	Status	Hype	Score
Musical Features for Automatic Music Transcription Evaluation	Apr 15, 2020	Information RetrievalMusic Information Retrieval	—Unverified	0	0
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription	Sep 27, 2023	Music Transcription	—Unverified	0	0
Music Foundation Model as Generic Booster for Music Downstream Tasks	Nov 2, 2024	Music Source SeparationMusic Tagging	—Unverified	0	0
Music Tempo Estimation on Solo Instrumental Performance	Apr 25, 2025	Music Transcription	—Unverified	0	0
Musical Rhythm Transcription Based on Bayesian Piece-Specific Score Models Capturing Repetitions	Aug 18, 2019	Computational EfficiencyLanguage Modelling	—Unverified	0	0
Music Transcription by Deep Learning with Data and "Artificial Semantic" Augmentation	Dec 8, 2017	Data AugmentationDeep Learning	—Unverified	0	0
Cross-modal variational inference for bijective signal-symbol translation	Feb 10, 2020	Audio GenerationDensity Estimation	—Unverified	0	0
Note Value Recognition for Piano Transcription Using Markov Random Fields	Mar 23, 2017	Music Transcription	—Unverified	0	0
Between Homomorphic Signal Processing and Deep Neural Networks: Constructing Deep Algorithms for Polyphonic Music Transcription	Jun 26, 2017	Music TranscriptionRelation	—Unverified	0	0
Automatic Music Transcription using Convolutional Neural Networks and Constant-Q transform	May 7, 2025	Music Transcription	—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