Deep Learning for Audio

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

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

2. Sound Event Detection

TODO

References

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