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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 21–30 of 96 papers

Title	Date	Tasks	Status	Hype
Machine Learning Techniques in Automatic Music Transcription: A Systematic Survey	Jun 20, 2024	Information RetrievalMusic Information Retrieval	—Unverified	0
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical Decoding	May 22, 2024	DecoderMulti-Task Learning	CodeCode Available	1
Scoring Time Intervals using Non-Hierarchical Transformer For Automatic Piano Transcription	Apr 15, 2024	Music Transcription	CodeCode Available	3
MR-MT3: Memory Retaining Multi-Track Music Transcription to Mitigate Instrument Leakage	Mar 15, 2024	Music Transcription	CodeCode Available	2
High Resolution Guitar Transcription via Domain Adaptation	Feb 23, 2024	Domain AdaptationMusic Transcription	—Unverified	0
Engraving Oriented Joint Estimation of Pitch Spelling and Local and Global Keys	Feb 15, 2024	Music Transcription	—Unverified	0
A Data-Driven Analysis of Robust Automatic Piano Transcription	Feb 2, 2024	Data AugmentationMusic Transcription	—Unverified	0
Annotation-free Automatic Music Transcription with Scalable Synthetic Data and Adversarial Domain Confusion	Dec 16, 2023	Music Transcription	—Unverified	0
Improving Drumming Robot Via Attention Transformer Network	Oct 4, 2023	Music Transcription	—Unverified	0
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription	Sep 27, 2023	Music Transcription	—Unverified	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