Who Is The Singer

An interactive Deep Learning based Flask Web App that records audio and predicts who is the singer.

Walkthrough

• Install all the requirements
• In command line, python main.py
• Copy the URL and paste it on your browser

Dataset

https://drive.google.com/open?id=1HTtM8yIG__YciGv-JbVjlh7C3kfKtM5G

Dataset was created by downloading 40 songs as .wav each of 6 different singers, creating 5 clips of each song where probabibilty of singing is relatively high, converting .wav file into spectrograms.

6 Classes named:

• Arijit Singh
• Avril Lavigne
• Ed Sheeran
• Lata Mangeshkar
• Sonu Nigam
• Taylor Swift

Model

After 20 epochs(1hr training) - Testing accuracy~64%

• As audio is a spatio-temporal data, it is vey hard to represent this time-dependent on a fixed scale. So, it is obvious that accuracy is relatively less.

Requirements

• Flask 1.1.2
• Tensorflow 2.0.0
• Keras 2.3.1
• Scipy 1.4.1
• Pillow 7.1.1