Log-magnitude STFT prediction on TIMIT 8kHz (evaluation)
14.45MSEFull-capacity uRNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full-capacity uRNNN=256, Number of parameters=≈200k2016.10 | 14.45 | 3.75 | 84 | 2.38 | |
| Full-capacity uRNNN=192, Number of parameters=≈135k2016.10 | 14.66 | 3.76 | 84 | 2.42 | |
| Restricted-capacity uRNNN=158, Number of parameters=≈83k2016.10 | 14.87 | 3.32 | 83 | 2.33 | |
| Restricted-capacity uRNNN=192, Number of parameters=≈101k2016.10 | 15.17 | 3.31 | 83 | 2.35 | |
| Full-capacity uRNNN=128, Number of parameters=≈83k2016.10 | 15.24 | 3.57 | 84 | 2.4 | |
| Restricted-capacity uRNNN=256, Number of parameters=≈135k2016.10 | 15.63 | 3.31 | 83 | 2.36 | |
| Restricted-capacity uRNNN=128, Number of parameters=≈67k2016.10 | 15.78 | 3.3 | 83 | 2.36 | |
| LSTMN=158, Number of parameters=≈200k2016.10 | 15.8 | 2.92 | 81 | 2.24 | |
| Restricted-capacity uRNNN=378, Number of parameters=≈200k2016.10 | 16.14 | 3.16 | 83 | 2.35 | |
| LSTMN=120, Number of parameters=≈135k2016.10 | 16.98 | 2.32 | 79 | 2.14 | |
| LSTMN=84, Number of parameters=≈83k2016.10 | 18.32 | 1.95 | 77 | 1.99 |