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ConvTasNet_Libri3Mix_sepclean_8k
JorisCos/ConvTasNet_Libri3Mix_sepclean_8k
ConvTasNet_Libri3Mix_sepclean_8k is a audio-to-audio model from JorisCos. Use it for the audio-to-audio task on the model card, and read the license before you ship it in a product. It is set up for asteroid. The card lists the license as cc-by-sa-4.0.
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At a glance
- Task
- Audio-to-Audio
- Library
- asteroid
- License
- cc-by-sa-4.0
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Sep 23, 2021
- SHA
- d3182db7
Model card
From the Hugging Face model README
Asteroid model JorisCos/ConvTasNet_Libri3Mix_sepclean_8k
Description:
This model was trained by Joris Cosentino using the librimix recipe in Asteroid.
It was trained on the sep_clean task of the Libri3Mix dataset.
Training config:
data:
n_src: 3
sample_rate: 8000
segment: 3
task: sep_clean
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
n_src: 3
skip_chan: 128
optim:
lr: 0.001
optimizer: adam
weight_decay: 0.0
training:
batch_size: 24
early_stop: true
epochs: 200
half_lr: true
num_workers: 4
Results :
On Libri3Mix min test set :
si_sdr: 8.581797049575108
si_sdr_imp: 11.977037288467368
sdr' 9.305885208641385
sdr_imp: 12.3943409734845
sir: 16.42030534048559
sir_imp: 19.508759460400984
sar: 10.641943911079238
sar_imp: -56.4345187842095
stoi: 0.8365148408724333
stoi_imp: 0.24401766199806396
License notice:
This work "ConvTasNet_Libri3Mix_sepclean_8k" is a derivative of LibriSpeech ASR corpus by Vassil Panayotov, used under CC BY 4.0. "ConvTasNet_Libri3Mix_sepclean_8k" is licensed under Attribution-ShareAlike 3.0 Unported by Cosentino Joris.
- Task
- Audio-to-Audio
- Library
- asteroid
- License
- cc-by-sa-4.0
- Created
- Mar 2, 2022
- Updated
- Sep 23, 2021