Deep Learning for Audio

Implementation of State-of-the-arts in Audio Event Classification, Sound Event Detection (SED) and even more...in Pytorch

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1. Audio Classification

CNN-1D Solution:

• Build a conv1d model using directly raw waves from audio files

CNN-2D Solution:

• Using log-mel spectrogram as features
• CNN-2D as core model, based on image classification task

Benchmark Dataset

The benchmark audio dataset was obtained from Kaggle

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2. Sound Event Detection

TODO

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References

• Deep Learning for Audio Signal Processing
• Pytorch-Project-Template