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ZENODO
Software . 2020
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Software . 2020
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Software . 2020
Data sources: ZENODO
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mpariente/DPRNNTasNet_WHAM!_sepclean

Authors: Manuel Pariente;

mpariente/DPRNNTasNet_WHAM!_sepclean

Abstract

Description: This model was trained by Manuel Pariente using the wham/DPRNN recipe in Asteroid. It was trained on the sep_clean task of the WHAM! dataset. Training config: data: mode: min nondefault_nsrc: None sample_rate: 8000 segment: 2.0 task: sep_clean train_dir: data/wav8k/min/tr valid_dir: data/wav8k/min/cv filterbank: kernel_size: 2 n_filters: 64 stride: 1 main_args: exp_dir: exp/train_dprnn_new/ gpus: -1 help: None masknet: bidirectional: True bn_chan: 128 chunk_size: 250 dropout: 0 hid_size: 128 hop_size: 125 in_chan: 64 mask_act: sigmoid n_repeats: 6 n_src: 2 out_chan: 64 optim: lr: 0.001 optimizer: adam weight_decay: 1e-05 positional arguments: training: batch_size: 3 early_stop: True epochs: 200 gradient_clipping: 5 half_lr: True num_workers: 8 Results: si_sdr: 19.316743490695334 si_sdr_imp: 19.317895273889842 sdr: 19.68085347190952 sdr_imp: 19.5298092932871 sir: 30.362213998701232 sir_imp: 30.21116982007881 sar: 20.15553251343315 sar_imp: -129.02091762351188 stoi: 0.97772664309074 stoi_imp: 0.23968091518217424 License notice: This work "DPRNNTasNet_WHAM!_sepclean" is a derivative of CSR-I (WSJ0) Complete by LDC, used under LDC User Agreement for Non-Members (Research only). "DPRNNTasNet_WHAM!_sepclean" is licensed under Attribution-ShareAlike 3.0 Unported by Manuel Pariente.

Keywords

WHAM!, Asteroid, audio source separation, sep_clean, DPRNNTasNet, pretrained model

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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