Hugging Face's logo

mpariente
/
ConvTasNet_Libri3Mix_sepnoisy

Audio-to-Audio
Asteroid
PyTorch
audio
ConvTasNet
Model card Files Community
ConvTasNet_Libri3Mix_sepnoisy
File size: 1,829 Bytes 
e5aafa4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
75
76
77
 
---
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.