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
Improving Drumming Robot Via Attention Transformer Network—0
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription—0
AIoT-Based Drum Transcription Robot using Convolutional Neural Networks—0
Multi-modal Multi-view Clustering based on Non-negative Matrix Factorization—0
Multitrack Music Transcription with a Time-Frequency Perceiver—0
Transfer of knowledge among instruments in automatic music transcription—0
A Phoneme-Informed Neural Network Model for Note-Level Singing Transcription—0
From Audio to Symbolic Encoding—0
DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability—0
Jointist: Joint Learning for Multi-instrument Transcription and Its Applications—0
Exploring Transformer's potential on automatic piano transcription—0
Late multimodal fusion for image and audio music transcription—0
Acoustics-specific Piano Velocity EstimationCode0
A Perceptual Measure for Evaluating the Resynthesis of Automatic Music TranscriptionsCode0
Deep-Learning Architectures for Multi-Pitch Estimation: Towards Reliable Evaluation—0
Semi-Supervised Convolutive NMF for Automatic Piano TranscriptionCode0
Polyphonic pitch detection with convolutional recurrent neural networks—0
Scorpiano -- A System for Automatic Music Transcription for Monophonic Piano MusicCode0
Multi-Channel Automatic Music Transcription Using Tensor AlgebraCode0
ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data—0
AGREEMENT AMONG HUMAN AND AUTOMATED TRANSCRIPTIONS OF GLOBAL SONGS—0
Transformer-Based Approaches for Automatic Music TranscriptionCode0
Audio Content Analysis—0
Musical Features for Automatic Music Transcription Evaluation—0
Bayesian Sparsification Methods for Deep Complex-valued NetworksCode0
Cross-modal variational inference for bijective signal-symbol translation—0
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
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
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
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
Particle Filtering for PLCA model with Application to Music Transcription—0
Deep scattering transform applied to note onset detection and instrument recognition—0
Note Value Recognition for Piano Transcription Using Markov Random Fields—0
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
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