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
Dialogue in Resonance: An Interactive Music Piece for Piano and Real-Time Automatic Transcription System—0
Development of Large Annotated Music Datasets using HMM-based Forced Viterbi Alignment—0
Machine Learning Techniques in Automatic Music Transcription: A Systematic Survey—0
Meta-learning-based percussion transcription and tala identification from low-resource audio—0
Deep scattering transform applied to note onset detection and instrument recognition—0
Deep-Learning Architectures for Multi-Pitch Estimation: Towards Reliable Evaluation—0
A Hybrid Recurrent Neural Network For Music Transcription—0
Multi-modal Multi-view Clustering based on Non-negative Matrix Factorization—0
Multi-task learning-based temporal pattern matching network for guitar tablature transcription—0
Multitrack Music Transcription with a Time-Frequency Perceiver—0
Musical Features for Automatic Music Transcription Evaluation—0
Timbre-Trap: A Low-Resource Framework for Instrument-Agnostic Music Transcription—0
Music Foundation Model as Generic Booster for Music Downstream Tasks—0
Music Tempo Estimation on Solo Instrumental Performance—0
Musical Rhythm Transcription Based on Bayesian Piece-Specific Score Models Capturing Repetitions—0
Music Transcription by Deep Learning with Data and "Artificial Semantic" Augmentation—0
Cross-modal variational inference for bijective signal-symbol translation—0
Note Value Recognition for Piano Transcription Using Markov Random Fields—0
Between Homomorphic Signal Processing and Deep Neural Networks: Constructing Deep Algorithms for Polyphonic Music Transcription—0
Automatic Music Transcription using Convolutional Neural Networks and Constant-Q transform—0
Unified Cross-modal Translation of Score Images, Symbolic Music, and Performance Audio—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
Transfer of knowledge among instruments in automatic music transcription—0
ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data—0
Audio Content Analysis—0
Adversarial Learning for Improved Onsets and Frames Music Transcription—0
A Transformer-Based Visual Piano Transcription Algorithm—0
Tuning Music Education: AI-Powered Personalization in Learning Music—0
AGREEMENT AMONG HUMAN AND AUTOMATED TRANSCRIPTIONS OF GLOBAL SONGS—0
A Phoneme-Informed Neural Network Model for Note-Level Singing Transcription—0
Annotation-free Automatic Music Transcription with Scalable Synthetic Data and Adversarial Domain Confusion—0
An Augmented Lagrangian Method for Piano Transcription using Equal Loudness Thresholding and LSTM-based Decoding—0
AMT-APC: Automatic Piano Cover by Fine-Tuning an Automatic Music Transcription Model—0
Engraving Oriented Joint Estimation of Pitch Spelling and Local and Global Keys—0
Exploring Transformer's potential on automatic piano transcription—0
DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability—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
AIoT-Based Drum Transcription Robot using Convolutional Neural Networks—0
Investigation on the use of Hidden-Markov Models in automatic transcription of music—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