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 1–25 of 96 papers

TitleStatusHype
Fretting-Transformer: Encoder-Decoder Model for MIDI to Tablature Transcription—0
Dialogue in Resonance: An Interactive Music Piece for Piano and Real-Time Automatic Transcription System—0
Unified Cross-modal Translation of Score Images, Symbolic Music, and Performance Audio—0
Automatic Music Transcription using Convolutional Neural Networks and Constant-Q transform—0
Music Tempo Estimation on Solo Instrumental Performance—0
Scalable Approximate Algorithms for Optimal Transport Linear ModelsCode0
Multi-task learning-based temporal pattern matching network for guitar tablature transcription—0
D3RM: A Discrete Denoising Diffusion Refinement Model for Piano TranscriptionCode1
Meta-learning-based percussion transcription and tala identification from low-resource audio—0
Piano Transcription by Hierarchical Language Modeling with Pretrained Roll-based Encoders—0
Tuning Music Education: AI-Powered Personalization in Learning Music—0
Source Separation & Automatic Transcription for MusicCode1
A Transformer-Based Visual Piano Transcription Algorithm—0
Just Label the Repeats for In-The-Wild Audio-to-Score AlignmentCode0
Music Foundation Model as Generic Booster for Music Downstream Tasks—0
AMT-APC: Automatic Piano Cover by Fine-Tuning an Automatic Music Transcription Model—0
Development of Large Annotated Music Datasets using HMM-based Forced Viterbi Alignment—0
Quantifying the Corpus Bias Problem in Automatic Music Transcription SystemsCode0
Polyphonic Piano Music Transcription System Exploiting Mutual Correlations of Different Musical Note States—0
YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem AugmentationCode3
Machine Learning Techniques in Automatic Music Transcription: A Systematic Survey—0
End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical DecodingCode1
Scoring Time Intervals using Non-Hierarchical Transformer For Automatic Piano TranscriptionCode3
MR-MT3: Memory Retaining Multi-Track Music Transcription to Mitigate Instrument LeakageCode2
High Resolution Guitar Transcription via Domain Adaptation—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