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
Showing 1–25 of 96 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Transkun V2 (SemiCRF) | Onset F1 | 98.32 | — | Unverified |
| 2 | hFT-Transformer | Onset F1 | 97.44 | — | Unverified |
| 3 | Kim et al. | Onset F1 | 97.23 | — | Unverified |
| 4 | YourMT3+ (YPTF.MoE+M) noPS | Onset F1 | 96.98 | — | Unverified |
| 5 | Kong et al. | Onset F1 | 96.72 | — | Unverified |
| 6 | YourMT3+ (YPTF.MoE+M) | Onset F1 | 96.52 | — | Unverified |
| 7 | Semi-CRF | Onset F1 | 96.11 | — | Unverified |
| 8 | MT3 (single dataset) | Onset F1 | 88 | — | Unverified |
| 9 | MT3 (multi dataset) | Onset F1 | 86 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Transkun V2 (SemiCRF) with Data Augmentation | Onset F1 | 90.38 | — | Unverified |
| 2 | YourMT3+ (YPTF.MoE+M, unseen) noPS | Onset F1 | 88.73 | — | Unverified |
| 3 | Edwards et al. | Onset F1 | 88.4 | — | Unverified |
| 4 | YourMT3+ (YPTF+S, unseen) | Onset F1 | 88.37 | — | Unverified |
| 5 | Transkun V2 (SemiCRF) | Onset F1 | 86.1 | — | Unverified |
| 6 | hFT-Transformer | Onset F1 | 85.14 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Residual Shuffle-Exchange network | APS | 78.02 | — | Unverified |
| 2 | Complex Transformer | APS | 74.22 | — | Unverified |
| 3 | Deep Complex Network | APS | 72.9 | — | Unverified |
| 4 | Concatenated Transformer | APS | 71.3 | — | Unverified |
| 5 | Deep Real Network | APS | 69.6 | — | Unverified |
| 6 | CNN (64 stride) | APS | 67.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | YourMT3+ (YPTF.MoE+M) | note-level F-measure-no-offset (Fno) | 0.85 | — | Unverified |
| 2 | PerceiverTF | note-level F-measure-no-offset (Fno) | 0.82 | — | Unverified |
| 3 | MT3 (colab) | note-level F-measure-no-offset (Fno) | 0.75 | — | Unverified |
| 4 | Jointist | note-level F-measure-no-offset (Fno) | 0.6 | — | Unverified |
| 5 | MT3 | note-level F-measure-no-offset (Fno) | 0.57 | — | Unverified |
| 6 | Basic Pitch | note-level F-measure-no-offset (Fno) | 0.43 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | YourMT3+ (YPTF.MoE+M) | Onset F1 | 81.79 | — | Unverified |
| 2 | MT3 | Onset F1 | 77 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Transkun V2 (SemiCRF) with Data Augmentation | Onset F1 | 98.71 | — | Unverified |