Comparison of the two-factor and three-factor disentanglement on isolated notes. In this and the following tables, ↑ indicates that higher values are better, while ↓ indicates that lower values are better.
| Factors | MSE ↓ | Instrument classification [%] | Pitch estimation [%] | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Timbre | Variation | Pitch | Timbre ↑ | Variation | Pitch ↓ | Timbre ↓ | Variation ↓ | Pitch ↑ | |
| ✓ | ✓ | 0.609 | 97.6 | — | 31.8 | 7.8 | — | 34.5 | |
| ✓ | ✓ | 0.557 | — | 77.5 (↑) | 37.4 | — | 13.2 | 51.9 | |
| ✓ | ✓ | ✓ | 0.543 | 94.7 | 54.6 (↓) | 38.5 | 15.8 | 7.0 | 61.6 |
| Factors | MSE ↓ | Instrument classification [%] | Pitch estimation [%] | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Timbre | Variation | Pitch | Timbre ↑ | Variation | Pitch ↓ | Timbre ↓ | Variation ↓ | Pitch ↑ | |
| ✓ | ✓ | 0.609 | 97.6 | — | 31.8 | 7.8 | — | 34.5 | |
| ✓ | ✓ | 0.557 | — | 77.5 (↑) | 37.4 | — | 13.2 | 51.9 | |
| ✓ | ✓ | ✓ | 0.543 | 94.7 | 54.6 (↓) | 38.5 | 15.8 | 7.0 | 61.6 |
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