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Table 3 Training parameters used on the datasets. Bs: batch size, lr: learning rate, wl: warm-up length in epochs, Ne: number of epochs, α: mixup Beta param

From: Comparison of semi-supervised deep learning algorithms for audio classification

 

bs

lr

wl

Ne

α

Supervised

256

0.001

-

300

-

Mixup

256

0.001

-

300

0.40

MT

64

0.001

50

200

-

MT+mixup

64

0.001

50

200

0.40

DCT

64

0.0005

160

300

-

DCT+mixup

64

0.0005

160

300

0.40

MM-mixup

256

0.001

-

300

-

MM

256

0.001

-

300

0.75

RMM-mixup

256

0.001

-

300

-

RMM

256

0.001

-

300

0.75

FM

256

0.001

-

300

-

FM+mixup

256

0.001

-

300

0.75