Automatic Piano Transcription on MAESTRO v3.0.0 (test)
93.48Note F1 Score (w/ Offset)Transkun (w/o incomplete events)
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Transkun (w/o incomplete events)# Param=12.9M, handle_incomplete_events=false2024.04 | 93.48 | — | — | — | — | — | — | 94.66 | 92.36 | 94.12 | 91.83 | 92.95 | 98.3 | 95.76 | 94.46 | 95.07 | 99.56 | 97.1 | |
| Transkun# Param=12.9M2024.04 | 93.48 | — | — | — | — | — | — | 94.61 | 92.39 | 94.07 | 91.87 | 92.94 | 98.32 | 95.75 | 95.01 | 95.35 | 99.53 | 97.16 | |
| Transkun (with MLP kqb mapping)# Param=13.0M, backbone=MLP kqb mapping2024.04 | 93.12 | — | — | — | — | — | — | 94.39 | 91.92 | 93.84 | 91.4 | 92.59 | 98.19 | 95.66 | 94.79 | 95.2 | 99.54 | 96.91 | |
| hFT-Transformerhalf stride=true, Params=5.5M2023.07 | 90.53 | 92.82 | 93.66 | 93.24 | 99.64 | 95.44 | 97.44 | 92.52 | 88.69 | 91.43 | 87.67 | 89.48 | — | — | — | — | — | — | |
| hFT-Transformerhalf stride=true, Params=5.5M2023.07 | 90.53 | 92.82 | 93.66 | 93.24 | 99.64 | 95.44 | 97.44 | 92.52 | 88.69 | 91.43 | 87.67 | 89.48 | — | — | — | — | — | — | |
| hFT (reported)# Param=5.5M2024.04 | 90.53 | — | — | — | — | — | — | 92.52 | 88.69 | 91.43 | 87.67 | 89.48 | 97.44 | 92.82 | 93.66 | 93.24 | 99.64 | 95.44 | |
| Transkun (with scoring method in [2])# Param=11.0M, scoring_method=SemiCRF [2]2024.04 | 90.43 | — | — | — | — | — | — | 91.69 | 89.23 | 91.08 | 88.64 | 89.83 | 97.23 | 93.79 | 92.4 | 93.06 | 98.61 | 95.92 | |
| hFT-Transformerhalf stride=false, Params=5.5M2023.07 | 90.32 | 92.62 | 93.43 | 93.02 | 99.62 | 95.41 | 97.43 | 92.32 | 88.48 | 91.21 | 87.44 | 89.25 | — | — | — | — | — | — | |
| hFT-Transformerhalf stride=false, Params=5.5M2023.07 | 90.32 | 92.62 | 93.43 | 93.02 | 99.62 | 95.41 | 97.43 | 92.32 | 88.48 | 91.21 | 87.44 | 89.25 | — | — | — | — | — | — | |
| hFT# Param=5.5M2024.04 | 90.23 | — | — | — | — | — | — | 92.22 | 88.4 | 91.21 | 87.44 | 89.24 | 97.43 | 95.37 | 90.82 | 92.93 | 99.62 | 95.41 | |
| Semi-CRFshalf stride=false, Params=9M2023.07 | 88.42 | 93.79 | 88.36 | 90.75 | 98.69 | 93.96 | 96.11 | 90.79 | 86.46 | 89.78 | 85.51 | 87.44 | — | — | — | — | — | — | |
| Semi-CRFshalf stride=false, Params=9M2023.07 | 88.42 | 93.79 | 88.36 | 90.75 | 98.69 | 93.96 | 96.11 | 90.79 | 86.46 | 89.78 | 85.51 | 87.44 | — | — | — | — | — | — | |
| SemiCRF# Param=9.8M2024.04 | 88.42 | — | — | — | — | — | — | 90.79 | 86.46 | 89.78 | 85.51 | 87.44 | 96.11 | 93.79 | 88.36 | 90.75 | 98.69 | 93.96 | |
| Seq2Seqhalf stride=false, Params=54M2023.07 | 83.94 | — | — | — | — | — | 96.01 | — | — | — | — | 82.75 | — | — | — | — | — | — | |
| Seq2Seqhalf stride=false, Params=54M2023.07 | 83.94 | — | — | — | — | — | 96.01 | — | — | — | — | 82.75 | — | — | — | — | — | — | |
| HPPNet-sphalf stride=false, Params=1.2M2023.07 | 83.8 | 92.79 | 93.59 | 93.15 | 98.45 | 95.95 | 97.18 | 84.88 | 82.76 | 83.29 | 81.24 | 82.24 | — | — | — | — | — | — | |
| HPPNet-sphalf stride=false, Params=1.2M2023.07 | 83.8 | 92.79 | 93.59 | 93.15 | 98.45 | 95.95 | 97.18 | 84.88 | 82.76 | 83.29 | 81.24 | 82.24 | — | — | — | — | — | — | |
| HPT-Thalf stride=false2023.07 | 83.2 | — | — | 90.09 | 97.88 | 96.72 | 96.77 | 84.13 | 82.31 | 82.85 | 81.07 | 81.9 | — | — | — | — | — | — | |
| HPT-Thalf stride=false2023.07 | 83.2 | — | — | 90.09 | 97.88 | 96.72 | 96.77 | 84.13 | 82.31 | 82.85 | 81.07 | 81.9 | — | — | — | — | — | — | |
| Hawthorne et al.2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | 97.44 | — | — | — | — | — | |
| YMT3pitch shifting=noPS2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | 94.78 | — | — | — | — | — | |
| YPTF.MOE+Mpitch shifting=noPS2024.07 | — | — | — | — | — | — | — | — | — | — | — | — | 96.98 | — | — | — | — | — |