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SCNet Tran Weights

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@ZFTurbo ZFTurbo released this 02 Apr 07:15
· 14 commits to main since this release

Pretrained weights for new SCNet Tran model. It's model where LSTM blocks replaced with transformer blocks. Weights were obtained on MUSDB18 dataset only.

Multisong dataset metrics

Num overlap: 2
Instr drums sdr: 10.8707 (Std: 4.9156)
Instr drums bleedless: 21.1680 (Std: 6.7914)
Instr drums fullness: 14.7370 (Std: 4.3909)
Instr drums l1_freq: 34.3470 (Std: 11.9350)
Instr bass sdr: 10.9921 (Std: 4.7437)
Instr bass bleedless: 19.7168 (Std: 9.4653)
Instr bass fullness: 18.9573 (Std: 13.3901)
Instr bass l1_freq: 50.0550 (Std: 15.6142)
Instr other sdr: 5.6386 (Std: 3.1793)
Instr other bleedless: 15.4912 (Std: 5.5533)
Instr other fullness: 16.9250 (Std: 4.4698)
Instr other l1_freq: 30.2603 (Std: 9.8843)
Instr vocals sdr: 8.4272 (Std: 3.2268)
Instr vocals bleedless: 18.7054 (Std: 5.8792)
Instr vocals fullness: 15.2973 (Std: 4.1997)
Instr vocals l1_freq: 31.0975 (Std: 10.2741)
Metric avg sdr        : 8.9821
Metric avg bleedless  : 18.7704
Metric avg fullness   : 16.4791
Metric avg l1_freq    : 36.4400

MUSDB18 dataset metrics

Num overlap: 2
Instr drums sdr: 10.8139 (Std: 2.9125)
Instr drums l1_freq: 39.1727 (Std: 10.2864)
Instr drums fullness: 17.6692 (Std: 6.2694)
Instr drums bleedless: 25.0680 (Std: 10.1685)
Instr bass sdr: 8.0731 (Std: 4.6414)
Instr bass l1_freq: 55.2888 (Std: 13.7685)
Instr bass fullness: 14.9235 (Std: 9.6630)
Instr bass bleedless: 20.8816 (Std: 10.5097)
Instr other sdr: 6.8419 (Std: 2.8909)
Instr other l1_freq: 35.2425 (Std: 11.2693)
Instr other fullness: 19.2561 (Std: 6.6855)
Instr other bleedless: 20.1550 (Std: 7.3377)
Instr vocals sdr: 9.9799 (Std: 3.5204)
Instr vocals l1_freq: 45.7778 (Std: 11.0381)
Instr vocals fullness: 20.0345 (Std: 7.0781)
Instr vocals bleedless: 17.8214 (Std: 7.0943)
Metric avg sdr        : 8.9272
Metric avg l1_freq    : 43.8704
Metric avg fullness   : 17.9708
Metric avg bleedless  : 20.9815