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libritts_sex_classifier's Introduction

классификация по полу датасета LibriTTS

Смотреть в main.ipynb модель везде использовалась

Conv2d(1, 15, kernel_size=(3,3), stride=2, padding_mode='zeros'),
MaxPool2d(kernel_size=(3,3), stride=2),
LeakyReLU(),
Conv2d(15, 45, kernel_size=(5,5), stride=2, padding_mode='zeros'),
MaxPool2d(kernel_size=(5,5), stride=2),
LeakyReLU(),
Conv2d(45, 65, kernel_size=(5,5), stride=2, padding_mode='zeros'),
MaxPool2d(kernel_size=(5,5), stride=2),
LeakyReLU(),
Flatten(),
Linear(780, 1),
Sigmoid()
model accuracy
stft+no_overlap+boxcar 0.726
stft+overlap+boxcar 0.732
stft+overlap+hahn 0.763
stft+overlap+hahn+log 0.774
stft+overlap+hahn+melspec+log 0.876

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