Hugging Face's logo

JorisCos
/
ConvTasNet_Libri2Mix_sepclean_16k

Audio-to-Audio
Asteroid
PyTorch
audio
ConvTasNet
Model card Files Community
ConvTasNet_Libri2Mix_sepclean_16k
File size: 1,530 Bytes 
74f2677
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
 
---
tags:
- asteroid
- audio
- ConvTasNet
datasets:
- Libri2Mix
- sep_clean
license: CC BY-NC 4.0
inference: false
---

## Asteroid model `JorisCos/ConvTasNet_Libri2Mix_sepclean_16k`

Description:

This model was trained by Joris Cosentino using the librimix recipe in [Asteroid](https://github.com/asteroid-team/asteroid). 
It was trained on the `sep_clean` task of the Libri2Mix dataset.

Training config:
```yaml
data:
    n_src: 2
    sample_rate: 16000
    segment: 3
    task: sep_clean
    train_dir: data/wav16k/min/train-360
    valid_dir: data/wav16k/min/dev
filterbank:
    kernel_size: 32
    n_filters: 512
    stride: 16
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: 6
    early_stop: true
    epochs: 200
    half_lr: true
    num_workers: 4
```


Results :

On Libri2Mix min test set :
```yaml
'si_sdr': 15.243671356901526,
'si_sdr_imp': 15.243034178473609,
'sdr': 15.668108919568112,
'sdr_imp': 15.578229918028036,
'sir': 25.295100756629957,
'sir_imp': 25.205219921301754,
'sar': 16.307682590197313,
'sar_imp': -51.64989963759405,
'stoi': 0.9394951175291422,
'stoi_imp': 0.22640192740016568
```

License notice:

This work "ConvTasNet_Libri2Mix_sepclean_16k" 
is a derivative of LibriSpeech ASR corpus by Vassil Panayotov,
used under CC BY 4.0. "ConvTasNet_Libri2Mix_sepclean_16k" 
is licensed under Attribution-ShareAlike 3.0 Unported by Cosentino Joris.