Log-magnitude STFT prediction on TIMIT 8kHz (val)
14.41MSEFull-capacity uRNN
Evaluation Results
| Method | Links | |
|---|---|---|
| Full-capacity uRNNN=256, Number of parameters=≈200k2016.10 | 14.41 | |
| Full-capacity uRNNN=192, Number of parameters=≈135k2016.10 | 14.56 | |
| Full-capacity uRNNN=128, Number of parameters=≈83k2016.10 | 14.78 | |
| Restricted-capacity uRNNN=128, Number of parameters=≈67k2016.10 | 15.03 | |
| Restricted-capacity uRNNN=158, Number of parameters=≈83k2016.10 | 15.06 | |
| Restricted-capacity uRNNN=192, Number of parameters=≈101k2016.10 | 15.2 | |
| Restricted-capacity uRNNN=256, Number of parameters=≈135k2016.10 | 15.27 | |
| LSTMN=158, Number of parameters=≈200k2016.10 | 15.49 | |
| Restricted-capacity uRNNN=378, Number of parameters=≈200k2016.10 | 15.78 | |
| LSTMN=120, Number of parameters=≈135k2016.10 | 16.59 | |
| LSTMN=84, Number of parameters=≈83k2016.10 | 18.02 | |
| GORUnumber of parameters=59k, hidden size=128, number of layers=12017.06 | 45.4 | |
| EURNNnumber of parameters=41k, hidden size=128, number of layers=12017.06 | 51.8 | |
| LSTMnumber of parameters=98k, hidden size=128, number of layers=12017.06 | 58.8 | |
| GRUnumber of parameters=72k, hidden size=128, number of layers=12017.06 | 58.9 |