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 51–75 of 96 papers

Title	Date	Tasks	Status	Hype
Semi-Supervised Convolutive NMF for Automatic Piano Transcription	Feb 10, 2022	Information RetrievalMusic Information Retrieval	CodeCode Available	0
Polyphonic pitch detection with convolutional recurrent neural networks	Feb 4, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFs	Dec 1, 2021	Multi-Task LearningMusic Transcription	CodeCode Available	1
MT3: Multi-Task Multitrack Music Transcription	Nov 4, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	1
Scorpiano -- A System for Automatic Music Transcription for Monophonic Piano Music	Aug 24, 2021	Music TranscriptionOnset Detection	CodeCode Available	0
A Unified Model for Zero-shot Music Source Separation, Transcription and Synthesis	Aug 7, 2021	DecoderDisentanglement	CodeCode Available	1
Multi-Channel Automatic Music Transcription Using Tensor Algebra	Jul 23, 2021	Music Transcriptiontensor algebra	CodeCode Available	0
Sequence-to-Sequence Piano Transcription with Transformers	Jul 19, 2021	DecoderInformation Retrieval	CodeCode Available	1
ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data	Jul 11, 2021	Continual LearningMusic Transcription	—Unverified	0
Omnizart: A General Toolbox for Automatic Music Transcription	Jun 1, 2021	Chord RecognitionDownbeat Tracking	CodeCode Available	2
AGREEMENT AMONG HUMAN AND AUTOMATED TRANSCRIPTIONS OF GLOBAL SONGS	May 24, 2021	Music Transcription	—Unverified	0
Transformer-Based Approaches for Automatic Music Transcription	Feb 12, 2021	Language ModellingMusic Transcription	CodeCode Available	0
Audio Content Analysis	Jan 1, 2021	Emotion RecognitionGeneral Classification	—Unverified	0
The Effect of Spectrogram Reconstruction on Automatic Music Transcription: An Alternative Approach to Improve Transcription Accuracy	Oct 20, 2020	Music Transcription	CodeCode Available	1
The MIDI Degradation Toolkit: Symbolic Music Augmentation and Correction	Sep 30, 2020	Music Transcription	CodeCode Available	1
Musical Features for Automatic Music Transcription Evaluation	Apr 15, 2020	Information RetrievalMusic Information Retrieval	—Unverified	0
Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences	Apr 6, 2020	LAMBADALanguage Modelling	CodeCode Available	1
Bayesian Sparsification Methods for Deep Complex-valued Networks	Mar 25, 2020	Music Transcription	CodeCode Available	0
Cross-modal variational inference for bijective signal-symbol translation	Feb 10, 2020	Audio GenerationDensity Estimation	—Unverified	0
Bayesian Sparsification of Deep C-valued Networks	Jan 1, 2020	Music Transcription	CodeCode Available	1
A holistic approach to polyphonic music transcription with neural networks	Oct 26, 2019	Beat TrackingMusic Transcription	CodeCode Available	1
Complex Transformer: A Framework for Modeling Complex-Valued Sequence	Oct 22, 2019	DecoderDeep Learning	CodeCode Available	0
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
Musical Rhythm Transcription Based on Bayesian Piece-Specific Score Models Capturing Repetitions	Aug 18, 2019	Computational EfficiencyLanguage Modelling	—Unverified	0
Adversarial Learning for Improved Onsets and Frames Music Transcription	Jun 20, 2019	Information RetrievalMusic Information Retrieval	—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