readme: ---
  tags:
  - asteroid
  - audio
  - ConvTasNet
  - audio-to-audio
  datasets:
  - DAMP-VSEP
  - Singing/Accompaniment Separation
  license: cc-by-sa-4.0
  ---
  
  
  ## Description:
  This model was trained by Gerardo Roa using the dampvsep recipe in Asteroid.
  It was trained on the `singing/accompaniment` task of the `DAMP-VSEP` dataset.
  
  
  ## Training config:
  ```yaml
  data:
    channels: 1
    emb_model: 'no'
    metadata_path: metadata
    mixture: remix
    root_path: /fastdata/acp13gr/DAMP/DAMP-VSEP
    sample_rate: 16000
    train_set: english_nonenglish
  filterbank:
    kernel_size: 20
    n_filters: 256
    stride: 10
  main_args:
    exp_dir: exp/train_convtasnet_remix-no-0.0-english_nonenglish-0.0005-jade
    help: null
  masknet:
    bn_chan: 256
    conv_kernel_size: 3
    hid_chan: 512
    mask_act: relu
    n_blocks: 10
    n_repeats: 4
    n_src: 2
    norm_type: gLN
    skip_chan: 256
  optim:
    lr: 0.0005
    optimizer: adam
    weight_decay: 0.0
  positional arguments: {}
  training:
    batch_size: 7
    early_stop: true
    epochs: 50
    half_lr: true
    loss_alpha: 0.0
    num_workers: 10
  ```
  
  
  ## Results:
  ```yaml
  "si_sdr": 15.111802516750586,
  "si_sdr_imp": 15.178209807687663,
  "si_sdr_s0": 12.160261214703553,
  "si_sdr_s0_imp": 17.434593619085675,
  "si_sdr_s1": 18.063343818797623,
  "si_sdr_s1_imp": 12.92182599628965,
  "sdr": 15.959722569460281,
  "sdr_imp": 14.927002467087567,
  "sdr_s0": 13.270412028426595,
  "sdr_s0_imp": 16.45867572657551,
  "sdr_s1": 18.64903311049397,
  "sdr_s1_imp": 13.39532920759962,
  "sir": 23.935932341084754,
  "sir_imp": 22.903212238712012,
  "sir_s0": 22.30777879911744,
  "sir_s0_imp": 25.49604249726635,
  "sir_s1": 25.56408588305207,
  "sir_s1_imp": 20.310381980157665,
  "sar": 17.174899162445882,
  "sar_imp": -134.47377304178818,
  "sar_s0": 14.268071153965913,
  "sar_s0_imp": -137.38060105026818,
  "sar_s1": 20.081727170925856,
  "sar_s1_imp": -131.56694503330817,
  "stoi": 0.7746496376326059,
  "stoi_imp": 0.19613735629114643,
  "stoi_s0": 0.6611376621212413,
  "stoi_s0_imp": 0.21162695175464794,
  "stoi_s1": 0.8881616131439705,
  "stoi_s1_imp": 0.1806477608276449
  ```
  
  
  ## License notice:
  
  ** This is important, please fill it, if you need help, you can ask on Asteroid's slack.**
  
  This work "ConvTasNet_DAMPVSEP_EnglishNonEnglish_baseline"
  is a derivative of [DAMP-VSEP corpus](https://zenodo.org/record/3553059) by
  [Smule, Inc](https://www.smule.com/),
  used under [Restricted License](https://zenodo.org/record/3553059)(Research only).
  "ConvTasNet_DAMPVSEP_EnglishNonEnglish_baseline"
  is licensed under [Attribution-ShareAlike 3.0 Unported](https://creativecommons.org/licenses/by-sa/3.0/)
  by Gerardo Roa.
  