Upload 3 files
Browse files- README.md +77 -0
- gitattributes +9 -0
- pytorch_model.bin +3 -0
README.md
ADDED
@@ -0,0 +1,77 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
tags:
|
3 |
+
- asteroid
|
4 |
+
- audio
|
5 |
+
- ConvTasNet
|
6 |
+
- audio-to-audio
|
7 |
+
datasets:
|
8 |
+
- Libri2Mix
|
9 |
+
- sep_noisy
|
10 |
+
license: cc-by-sa-4.0
|
11 |
+
---
|
12 |
+
|
13 |
+
## Asteroid model `JorisCos/ConvTasNet_Libri2Mix_sepnoisy_8k`
|
14 |
+
Imported from [Zenodo](https://zenodo.org/record/3874420#.X9I6NcLjJH4)
|
15 |
+
|
16 |
+
Description:
|
17 |
+
|
18 |
+
This model was trained by Joris Cosentino using the librimix recipe in [Asteroid](https://github.com/asteroid-team/asteroid).
|
19 |
+
It was trained on the `sep_noisy` task of the Libri2Mix dataset.
|
20 |
+
|
21 |
+
Training config:
|
22 |
+
|
23 |
+
```yml
|
24 |
+
data:
|
25 |
+
n_src: 2
|
26 |
+
sample_rate: 8000
|
27 |
+
segment: 3
|
28 |
+
task: sep_noisy
|
29 |
+
train_dir: data/wav8k/min/train-360
|
30 |
+
valid_dir: data/wav8k/min/dev
|
31 |
+
filterbank:
|
32 |
+
kernel_size: 16
|
33 |
+
n_filters: 512
|
34 |
+
stride: 8
|
35 |
+
masknet:
|
36 |
+
bn_chan: 128
|
37 |
+
hid_chan: 512
|
38 |
+
mask_act: relu
|
39 |
+
n_blocks: 8
|
40 |
+
n_repeats: 3
|
41 |
+
skip_chan: 128
|
42 |
+
optim:
|
43 |
+
lr: 0.001
|
44 |
+
optimizer: adam
|
45 |
+
weight_decay: 0.0
|
46 |
+
training:
|
47 |
+
batch_size: 24
|
48 |
+
early_stop: True
|
49 |
+
epochs: 200
|
50 |
+
half_lr: True
|
51 |
+
num_workers: 4
|
52 |
+
```
|
53 |
+
|
54 |
+
|
55 |
+
Results:
|
56 |
+
|
57 |
+
On Libri2Mix min test set :
|
58 |
+
```yml
|
59 |
+
si_sdr: 9.944424856077259
|
60 |
+
si_sdr_imp: 11.939395359731192
|
61 |
+
sdr: 10.701526190782072
|
62 |
+
sdr_imp: 12.481757547845662
|
63 |
+
sir: 22.633644975545575
|
64 |
+
sir_imp: 22.45666740833025
|
65 |
+
sar: 11.131644100944868
|
66 |
+
sar_imp: 4.248489589311784
|
67 |
+
stoi: 0.852048619949357
|
68 |
+
stoi_imp: 0.2071994899565506
|
69 |
+
```
|
70 |
+
|
71 |
+
|
72 |
+
License notice:
|
73 |
+
|
74 |
+
This work "ConvTasNet_Libri2Mix_sepnoisy_8k" is a derivative of [LibriSpeech ASR corpus](http://www.openslr.org/12) by Vassil Panayotov,
|
75 |
+
used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/); of The WSJ0 Hipster Ambient Mixtures
|
76 |
+
dataset by [Whisper.ai](http://wham.whisper.ai/), used under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/) (Research only).
|
77 |
+
"ConvTasNet_Libri2Mix_sepnoisy_8k" is licensed under A[Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/) by Joris Cosentino
|
gitattributes
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
*.bin.* filter=lfs diff=lfs merge=lfs -text
|
2 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
4 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
5 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
6 |
+
*.tar.gz filter=lfs diff=lfs merge=lfs -text
|
7 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
8 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
9 |
+
pytorch_model.bin filter=lfs diff=lfs merge=lfs -text
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:582baf5d5fdf1735ddfccbfa5fdd2e52bb23dfd814497bc1a185ec2c90441bb4
|
3 |
+
size 20331984
|