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README.md
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@@ -30,4 +30,58 @@ For MRDLA, please cite the following paper.
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volume=29,
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pages={1687--1701},
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}
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volume=29,
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pages={1687--1701},
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}
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```
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# Configuration
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```yaml
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data:
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in_memory: true
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num_workers: 12
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sample_rate: 48000
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samples_per_track: 13
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seed: 42
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seq_dur: 6.0
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source_augmentations:
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- gain
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sources:
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- vocal_percussion
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- bass
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- alto
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- tenor
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- soprano
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- lead_vocal
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loss_func:
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lambda_t: 10.0
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lambda_f: 1.0
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band: high
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model:
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C_dec: 64
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C_enc: 64
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C_mid: 768
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L: 12
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activation: GELU
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context: false
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f_dec: 21
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f_enc: 21
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input_length: 288000
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padding_type: reflect
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signal_ch: 1
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wavelet: haar
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optim:
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lr: 0.0001
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lr_decay_gamma: 0.3
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lr_decay_patience: 50
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optimizer: adam
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patience: 1000
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weight_decay: 0.0
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training:
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batch_size: 16
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epochs: 1000
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```
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# Results on vocal ensemble separation
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| Method | Lead vocal | Soprano | Alto | Tenor | Bass |Vocal percussion|
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|:---------------:|:--------------:|:--------------:|:--------------:|:--------------:|:--------------:|:--------------:|
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| MRDLA | 8.7 | 11.8 | 14.7 | 11.3 | 10.2 | 22.1 |
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