mpariente commited on
Commit
e5aafa4
1 Parent(s): 596755a

Import from Zenodo: v1

Browse files

Files changed (2) hide show
  1. README.md +77 -0
  2. pytorch_model.bin +3 -0
README.md ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - asteroid
4
+ - audio
5
+ - ConvTasNet
6
+ datasets:
7
+ - LibriMix
8
+ - sep_noisy
9
+ license: cc-by-sa-3.0
10
+ inference: false
11
+ ---
12
+
13
+ ## Asteroid model `mpariente/ConvTasNet_Libri3Mix_sep_noisy`
14
+ Imported from [Zenodo](https://zenodo.org/record/4020529)
15
+
16
+ ## Description:
17
+ This model was trained by Takhir Mirzaev using the Librimix/ConvTasNet recipe in Asteroid.
18
+ It was trained on the `sep_noisy` task of the Libri3Mix dataset.
19
+
20
+
21
+ ## Training config:
22
+ ```yaml
23
+ data:
24
+ n_src: 3
25
+ sample_rate: 8000
26
+ segment: 3
27
+ task: sep_noisy
28
+ train_dir: data/wav8k/min/train-360
29
+ valid_dir: data/wav8k/min/dev
30
+ filterbank:
31
+ kernel_size: 16
32
+ n_filters: 512
33
+ stride: 8
34
+ masknet:
35
+ bn_chan: 128
36
+ hid_chan: 512
37
+ mask_act: relu
38
+ n_blocks: 8
39
+ n_repeats: 3
40
+ skip_chan: 128
41
+ optim:
42
+ lr: 0.001
43
+ optimizer: adam
44
+ weight_decay: 0.0
45
+ positional arguments:
46
+ training:
47
+ batch_size: 4
48
+ early_stop: True
49
+ epochs: 200
50
+ half_lr: True
51
+ num_workers: 4
52
+ ```
53
+
54
+
55
+ ## Results:
56
+ ```yaml
57
+ si_sdr: 6.824750632456865
58
+ si_sdr_imp: 11.234803761803752
59
+ sdr: 7.715799858488098
60
+ sdr_imp: 11.778681386239114
61
+ sir: 16.442141130818637
62
+ sir_imp: 19.527535070051055
63
+ sar: 8.757864265661263
64
+ sar_imp: -0.15657258049670303
65
+ stoi: 0.7854554136619554
66
+ stoi_imp: 0.22267957718163015
67
+ ```
68
+
69
+
70
+ ## License notice:
71
+ This work "ConvTasNet_Libri3Mix_sepnoisy"
72
+ is a derivative of [LibriSpeech ASR corpus](http://www.openslr.org/12) by
73
+ [Vassil Panayotov](https://github.com/vdp),
74
+ used under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
75
+ "ConvTasNet_Libri3Mix_sepnoisy"
76
+ is licensed under [Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/)
77
+ by Manuel Pariente.
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0627aec1fd07b941dfdf9242e2be46332d047af50b35e5dacb52b44097b699a9
3
+ size 20592186