SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–96 of 96 papers

TitleStatusHype
Semi-Supervised Convolutive NMF for Automatic Piano TranscriptionCode0
Polyphonic pitch detection with convolutional recurrent neural networks—0
Skipping the Frame-Level: Event-Based Piano Transcription With Neural Semi-CRFsCode1
MT3: Multi-Task Multitrack Music TranscriptionCode1
Scorpiano -- A System for Automatic Music Transcription for Monophonic Piano MusicCode0
A Unified Model for Zero-shot Music Source Separation, Transcription and SynthesisCode1
Multi-Channel Automatic Music Transcription Using Tensor AlgebraCode0
Sequence-to-Sequence Piano Transcription with TransformersCode1
ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data—0
Omnizart: A General Toolbox for Automatic Music TranscriptionCode2
AGREEMENT AMONG HUMAN AND AUTOMATED TRANSCRIPTIONS OF GLOBAL SONGS—0
Transformer-Based Approaches for Automatic Music TranscriptionCode0
Audio Content Analysis—0
The Effect of Spectrogram Reconstruction on Automatic Music Transcription: An Alternative Approach to Improve Transcription AccuracyCode1
The MIDI Degradation Toolkit: Symbolic Music Augmentation and CorrectionCode1
Musical Features for Automatic Music Transcription Evaluation—0
Residual Shuffle-Exchange Networks for Fast Processing of Long SequencesCode1
Bayesian Sparsification Methods for Deep Complex-valued NetworksCode0
Cross-modal variational inference for bijective signal-symbol translation—0
Bayesian Sparsification of Deep C-valued NetworksCode1
A holistic approach to polyphonic music transcription with neural networksCode1
Complex Transformer: A Framework for Modeling Complex-Valued SequenceCode0
Musical Instrument Playing Technique Detection Based on FCN: Using Chinese Bowed-Stringed Instrument as an ExampleCode0
Musical Rhythm Transcription Based on Bayesian Piece-Specific Score Models Capturing Repetitions—0
Adversarial Learning for Improved Onsets and Frames Music Transcription—0
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO DatasetCode1
Complex Gated Recurrent Neural NetworksCode0
Towards multi-instrument drum transcriptionCode0
Music Transcription by Deep Learning with Data and "Artificial Semantic" Augmentation—0
Invariances and Data Augmentation for Supervised Music TranscriptionCode0
Onsets and Frames: Dual-Objective Piano TranscriptionCode1
An Augmented Lagrangian Method for Piano Transcription using Equal Loudness Thresholding and LSTM-based Decoding—0
Between Homomorphic Signal Processing and Deep Neural Networks: Constructing Deep Algorithms for Polyphonic Music Transcription—0
Deep Complex NetworksCode1
Efficient Learning of Harmonic Priors for Pitch Detection in Polyphonic MusicCode0
Investigation on the use of Hidden-Markov Models in automatic transcription of music—0
Deep scattering transform applied to note onset detection and instrument recognition—0
Particle Filtering for PLCA model with Application to Music Transcription—0
Note Value Recognition for Piano Transcription Using Markov Random Fields—0
Learning Features of Music from ScratchCode1
Optimal spectral transportation with application to music transcriptionCode0
Gaussian Processes for Music Audio Modelling and Content Analysis—0
Deep convolutional neural networks for predominant instrument recognition in polyphonic musicCode0
Music transcription modelling and composition using deep learningCode1
An End-to-End Neural Network for Polyphonic Piano Music TranscriptionCode0
A Hybrid Recurrent Neural Network For Music Transcription—0
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All datasetsMAESTROMAPSMusicNetSlakh2100URMPSMD Piano

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF)Onset F198.32—Unverified
2hFT-TransformerOnset F197.44—Unverified
3Kim et al.Onset F197.23—Unverified
4YourMT3+ (YPTF.MoE+M) noPSOnset F196.98—Unverified
5Kong et al.Onset F196.72—Unverified
6YourMT3+ (YPTF.MoE+M)Onset F196.52—Unverified
7Semi-CRFOnset F196.11—Unverified
8MT3 (single dataset)Onset F188—Unverified
9MT3 (multi dataset)Onset F186—Unverified
#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF) with Data AugmentationOnset F190.38—Unverified
2YourMT3+ (YPTF.MoE+M, unseen) noPSOnset F188.73—Unverified
3Edwards et al.Onset F188.4—Unverified
4YourMT3+ (YPTF+S, unseen)Onset F188.37—Unverified
5Transkun V2 (SemiCRF)Onset F186.1—Unverified
6hFT-TransformerOnset F185.14—Unverified
#ModelMetricClaimedVerifiedStatus
1Residual Shuffle-Exchange networkAPS78.02—Unverified
2Complex TransformerAPS74.22—Unverified
3Deep Complex NetworkAPS72.9—Unverified
4Concatenated TransformerAPS71.3—Unverified
5Deep Real NetworkAPS69.6—Unverified
6CNN (64 stride)APS67.8—Unverified
#ModelMetricClaimedVerifiedStatus
1YourMT3+ (YPTF.MoE+M)note-level F-measure-no-offset (Fno)0.85—Unverified
2PerceiverTFnote-level F-measure-no-offset (Fno)0.82—Unverified
3MT3 (colab)note-level F-measure-no-offset (Fno)0.75—Unverified
4Jointistnote-level F-measure-no-offset (Fno)0.6—Unverified
5MT3note-level F-measure-no-offset (Fno)0.57—Unverified
6Basic Pitchnote-level F-measure-no-offset (Fno)0.43—Unverified
#ModelMetricClaimedVerifiedStatus
1YourMT3+ (YPTF.MoE+M)Onset F181.79—Unverified
2MT3Onset F177—Unverified
#ModelMetricClaimedVerifiedStatus
1Transkun V2 (SemiCRF) with Data AugmentationOnset F198.71—Unverified