NSynth
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Musical Instrument Classification | NSynth | Accuracy80.5 | 123 | |
| Musical Instrument Classification | NSYNTH (test) | Accuracy79.14 | 22 | |
| Audio Classification | NSynth 1K | Top-1 Accuracy76.8 | 15 | |
| Class-Incremental Learning | NSynth 100 (test) | Accuracy (Session 0)100 | 13 | |
| Audio Classification | NSynth 100 | Accuracy (Session 1)99.87 | 12 | |
| Pitch and Chroma classification | NSynth 50h | Pitch Accuracy89.5 | 11 | |
| Pitch and Chroma classification | NSynth 5h | Pitch Accuracy87.2 | 11 | |
| Classification | NSynth (test) | Accuracy0.5808 | 11 | |
| Few-shot classification | NSynth-100 → LS-100 | Acc61.28 | 9 | |
| Few-shot classification | NSynth 100 to LS-100 | AUROC57.63 | 9 | |
| Open-set Few-shot Classification | NSynth-100 5-way 5-shot | Accuracy94.3 | 9 | |
| Open-set Few-shot Classification | NSynth-100 5-way 1-shot | Accuracy88.05 | 9 | |
| Audio Classification | NSynth Pitch | Accuracy92.7 | 8 | |
| Musical Instrument Classification | NSynth-Instruments | Score0.729 | 6 | |
| Audio Classification | NSynth Instruments zero-shot | Accuracy (zero-shot)35.4 | 4 | |
| Audio Classification | NSynth | Source Accuracy66.7 | 2 | |
| Music Note Analysis | NSynth Velocity | Accuracy37.28 | 1 |
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