|
--- |
|
tags: |
|
- asteroid |
|
- audio |
|
- ConvTasNet |
|
datasets: |
|
- LibriMix |
|
- sep_noisy |
|
license: cc-by-sa-3.0 |
|
inference: false |
|
--- |
|
|
|
## Asteroid model `mpariente/ConvTasNet_Libri3Mix_sep_noisy` |
|
Imported from [Zenodo](https://zenodo.org/record/4020529) |
|
|
|
## Description: |
|
This model was trained by Takhir Mirzaev using the Librimix/ConvTasNet recipe in Asteroid. |
|
It was trained on the `sep_noisy` task of the Libri3Mix dataset. |
|
|
|
|
|
## Training config: |
|
```yaml |
|
data: |
|
n_src: 3 |
|
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 |
|
positional arguments: |
|
training: |
|
batch_size: 4 |
|
early_stop: True |
|
epochs: 200 |
|
half_lr: True |
|
num_workers: 4 |
|
``` |
|
|
|
|
|
## Results: |
|
```yaml |
|
si_sdr: 6.824750632456865 |
|
si_sdr_imp: 11.234803761803752 |
|
sdr: 7.715799858488098 |
|
sdr_imp: 11.778681386239114 |
|
sir: 16.442141130818637 |
|
sir_imp: 19.527535070051055 |
|
sar: 8.757864265661263 |
|
sar_imp: -0.15657258049670303 |
|
stoi: 0.7854554136619554 |
|
stoi_imp: 0.22267957718163015 |
|
``` |
|
|
|
|
|
## License notice: |
|
This work "ConvTasNet_Libri3Mix_sepnoisy" |
|
is a derivative of [LibriSpeech ASR corpus](http://www.openslr.org/12) by |
|
[Vassil Panayotov](https://github.com/vdp), |
|
used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). |
|
"ConvTasNet_Libri3Mix_sepnoisy" |
|
is licensed under [Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/) |
|
by Manuel Pariente. |
