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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

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Showing 51–96 of 96 papers

TitleStatusHype
Audio Content Analysis—0
Automatic Music Transcription using Convolutional Neural Networks and Constant-Q transform—0
Between Homomorphic Signal Processing and Deep Neural Networks: Constructing Deep Algorithms for Polyphonic Music Transcription—0
Cross-modal variational inference for bijective signal-symbol translation—0
Deep-Learning Architectures for Multi-Pitch Estimation: Towards Reliable Evaluation—0
Deep scattering transform applied to note onset detection and instrument recognition—0
Development of Large Annotated Music Datasets using HMM-based Forced Viterbi Alignment—0
Dialogue in Resonance: An Interactive Music Piece for Piano and Real-Time Automatic Transcription System—0
DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability—0
Engraving Oriented Joint Estimation of Pitch Spelling and Local and Global Keys—0
Exploring Transformer's potential on automatic piano transcription—0
Fretting-Transformer: Encoder-Decoder Model for MIDI to Tablature Transcription—0
From Audio to Symbolic Encoding—0
Gaussian Processes for Music Audio Modelling and Content Analysis—0
High Resolution Guitar Transcription via Domain Adaptation—0
Improving Drumming Robot Via Attention Transformer Network—0
Investigation on the use of Hidden-Markov Models in automatic transcription of music—0
Jointist: Joint Learning for Multi-instrument Transcription and Its Applications—0
Particle Filtering for PLCA model with Application to Music Transcription—0
Piano Transcription by Hierarchical Language Modeling with Pretrained Roll-based Encoders—0
Polyphonic Piano Music Transcription System Exploiting Mutual Correlations of Different Musical Note States—0
Polyphonic pitch detection with convolutional recurrent neural networks—0
ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data—0
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription—0
Transfer of knowledge among instruments in automatic music transcription—0
Tuning Music Education: AI-Powered Personalization in Learning Music—0
Unified Cross-modal Translation of Score Images, Symbolic Music, and Performance Audio—0
Just Label the Repeats for In-The-Wild Audio-to-Score AlignmentCode0
Scalable Approximate Algorithms for Optimal Transport Linear ModelsCode0
Invariances and Data Augmentation for Supervised Music TranscriptionCode0
Scorpiano -- A System for Automatic Music Transcription for Monophonic Piano MusicCode0
Semi-Supervised Convolutive NMF for Automatic Piano TranscriptionCode0
Efficient Learning of Harmonic Priors for Pitch Detection in Polyphonic MusicCode0
Deep convolutional neural networks for predominant instrument recognition in polyphonic musicCode0
Acoustics-specific Piano Velocity EstimationCode0
Complex Transformer: A Framework for Modeling Complex-Valued SequenceCode0
Complex Gated Recurrent Neural NetworksCode0
Musical Instrument Playing Technique Detection Based on FCN: Using Chinese Bowed-Stringed Instrument as an ExampleCode0
Multi-Channel Automatic Music Transcription Using Tensor AlgebraCode0
Optimal spectral transportation with application to music transcriptionCode0
Bayesian Sparsification Methods for Deep Complex-valued NetworksCode0
An End-to-End Neural Network for Polyphonic Piano Music TranscriptionCode0
Towards multi-instrument drum transcriptionCode0
A Perceptual Measure for Evaluating the Resynthesis of Automatic Music TranscriptionsCode0
Quantifying the Corpus Bias Problem in Automatic Music Transcription SystemsCode0
Transformer-Based Approaches for Automatic Music TranscriptionCode0
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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