Comparison of two-factor and three-factor disentanglement on monophonic musical fragments.
| Factors | MSE ↓ | Instrument classification [%] | Pitch estimation [%] | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Timbre | Variation | Pitch | Timbre ↑ | Variation | Pitch ↓ | (Timbre ↓) | Variation ↓ | Pitch ↑ | |
| ✓ | ✓ | 0.524 | 47.1 | — | 31.6 | (N/A) | — | 69.3 | |
| ✓ | ✓ | 0.452 | — | 44.4 (↑) | 35.7 | (—) | 37.2 | 77.8 | |
| ✓ | ✓ | ✓ | 0.446 | 51.2 | 37.3 (↓) | 30.0 | (N/A) | 27.7 | 74.9 |
| Factors | MSE ↓ | Instrument classification [%] | Pitch estimation [%] | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Timbre | Variation | Pitch | Timbre ↑ | Variation | Pitch ↓ | (Timbre ↓) | Variation ↓ | Pitch ↑ | |
| ✓ | ✓ | 0.524 | 47.1 | — | 31.6 | (N/A) | — | 69.3 | |
| ✓ | ✓ | 0.452 | — | 44.4 (↑) | 35.7 | (—) | 37.2 | 77.8 | |
| ✓ | ✓ | ✓ | 0.446 | 51.2 | 37.3 (↓) | 30.0 | (N/A) | 27.7 | 74.9 |
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.