| --- |
| tags: |
| - asteroid |
| - audio |
| - ConvTasNet |
| - audio-to-audio |
| datasets: |
| - Libri2Mix |
| - sep_noisy |
| license: cc-by-sa-4.0 |
| --- |
| |
| ` |
| [](https://zenodo.org/record/3874420#.X9I6NcLjJH4) |
|
|
|
|
| Training config: |
|
|
| ```yml |
| data: |
| n_src: 2 |
| sample_rate: 8000 |
| segment: 3 |
| task: sep_noisy |
| train_dir: data/wav8k/min/train-360 |
| valid_dir: data/wav8k/min/dev |
| filterbank: |
| kernel_size: 16 |
| n_filters: 512 |
| stride: 8 |
| masknet: |
| bn_chan: 128 |
| hid_chan: 512 |
| mask_act: relu |
| n_blocks: 8 |
| n_repeats: 3 |
| skip_chan: 128 |
| optim: |
| lr: 0.001 |
| optimizer: adam |
| weight_decay: 0.0 |
| training: |
| batch_size: 24 |
| early_stop: True |
| epochs: 200 |
| half_lr: True |
| num_workers: 4 |
| ``` |
| |
|
|
| Results: |
|
|
| On Libri2Mix min test set : |
| ```yml |
| si_sdr: 9.944424856077259 |
| si_sdr_imp: 11.939395359731192 |
| sdr: 10.701526190782072 |
| sdr_imp: 12.481757547845662 |
| sir: 22.633644975545575 |
| sir_imp: 22.45666740833025 |
| sar: 11.131644100944868 |
| sar_imp: 4.248489589311784 |
| stoi: 0.852048619949357 |
| stoi_imp: 0.2071994899565506 |
| ``` |
|
|
|
|
