Published August 3, 2020
| Version v1
Software
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brijmohan/ConvTasNet_Libri1Mix_enhsingle
Description
Description:
This model was trained by Brij Mohan Lal Srivastava using the librimix/ConvTasNet recipe in Asteroid. It was trained on theenh_single
task of the Libri1Mix dataset.
Training config:
- data:
- n_src: 1
- sample_rate: 8000
- segment: 3
- task: enh_single
- train_dir: data/wav8k/min/train-360
- valid_dir: data/wav8k/min/dev
- filterbank:
- kernel_size: 16
- n_filters: 512
- stride: 8
- main_args:
- exp_dir: exp/train_convtasnet_vpc
- help: None
- masknet:
- bn_chan: 128
- hid_chan: 512
- mask_act: relu
- n_blocks: 8
- n_repeats: 3
- n_src: 1
- skip_chan: 128
- optim:
- lr: 0.001
- optimizer: adam
- weight_decay: 0.0
- positional arguments:
- training:
- batch_size: 24
- early_stop: True
- epochs: 200
- half_lr: True
- num_workers: 4
Results:
- si_sdr: 14.783675142685572
- si_sdr_imp: 11.464625198953202
- sdr: 15.497505907983102
- sdr_imp: 12.07230150154914
- sir: inf
- sir_imp: nan
- sar: 15.497505907983102
- sar_imp: 12.07230150154914
- stoi: 0.9270030254700518
- stoi_imp: 0.1320547197597893
License notice:
This work "ConvTasNet_Libri1Mix_enhsingle" is a derivative of LibriSpeech ASR corpus by Vassil Panayotov, used under CC BY 4.0; of The WSJ0 Hipster Ambient Mixtures dataset by Whisper.ai, used under CC BY-NC 4.0 (Research only). "ConvTasNet_Libri1Mix_enhsingle" is licensed under Attribution-ShareAlike 3.0 Unported by Brij Mohan Lal Srivastava.Files
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