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 76–96 of 96 papers

Title	Date	Tasks	Status	Hype
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO Dataset	Oct 29, 2018	Music GenerationMusic Modeling	CodeCode Available	1
Complex Gated Recurrent Neural Networks	Jun 21, 2018	Human motion predictionmotion prediction	CodeCode Available	0
Towards multi-instrument drum transcription	Jun 18, 2018	Drum TranscriptionMusic Transcription	CodeCode Available	0
Music Transcription by Deep Learning with Data and "Artificial Semantic" Augmentation	Dec 8, 2017	Data AugmentationDeep Learning	—Unverified	0
Invariances and Data Augmentation for Supervised Music Transcription	Nov 13, 2017	Data AugmentationMusic Transcription	CodeCode Available	0
Onsets and Frames: Dual-Objective Piano Transcription	Oct 30, 2017	Music Transcription	CodeCode Available	1
An Augmented Lagrangian Method for Piano Transcription using Equal Loudness Thresholding and LSTM-based Decoding	Jul 1, 2017	Music Transcriptionparameter estimation	—Unverified	0
Between Homomorphic Signal Processing and Deep Neural Networks: Constructing Deep Algorithms for Polyphonic Music Transcription	Jun 26, 2017	Music TranscriptionRelation	—Unverified	0
Deep Complex Networks	May 27, 2017	Image ClassificationMusic Transcription	CodeCode Available	1
Efficient Learning of Harmonic Priors for Pitch Detection in Polyphonic Music	May 19, 2017	Music Transcription	CodeCode Available	0
Investigation on the use of Hidden-Markov Models in automatic transcription of music	Apr 12, 2017	Music TranscriptionSegmentation	—Unverified	0
Deep scattering transform applied to note onset detection and instrument recognition	Mar 28, 2017	Information RetrievalInstrument Recognition	—Unverified	0
Particle Filtering for PLCA model with Application to Music Transcription	Mar 28, 2017	Music Transcriptionparameter estimation	—Unverified	0
Note Value Recognition for Piano Transcription Using Markov Random Fields	Mar 23, 2017	Music Transcription	—Unverified	0
Learning Features of Music from Scratch	Nov 29, 2016	BIG-bench Machine LearningMulti-Label Classification	CodeCode Available	1
Optimal spectral transportation with application to music transcription	Sep 30, 2016	Music Transcription	CodeCode Available	0
Gaussian Processes for Music Audio Modelling and Content Analysis	Jun 3, 2016	Beat TrackingGaussian Processes	—Unverified	0
Deep convolutional neural networks for predominant instrument recognition in polyphonic music	May 31, 2016	Information RetrievalInstrument Recognition	CodeCode Available	0
Music transcription modelling and composition using deep learning	Apr 29, 2016	Deep LearningDescriptive	CodeCode Available	1
An End-to-End Neural Network for Polyphonic Piano Music Transcription	Aug 7, 2015	Language ModelingLanguage Modelling	CodeCode Available	0
A Hybrid Recurrent Neural Network For Music Transcription	Nov 6, 2014	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