auto_speech

AutoSpeech

Input

Audio file

Wav file from The VoxCeleb1 Dataset https://www.robots.ox.ac.uk/~vgg/data/voxceleb/vox1.html

Default input: wav/id10283/oGZsanLiXsY/00004.wav

Please download the test data set (https://thor.robots.ox.ac.uk/~vgg/data/voxceleb/vox1a/vox1_test_wav.zip) to check various data.

Output

• Identification mode
  Top 5 label.

  Top5: id10283, id11084, id10200, id11064, id10404
  

• Verification mode
  Degree of similarity.

  similar: 0.42575997
  verification: match (threshold: 0.260)
  

Usage

Automatically downloads the onnx and prototxt files on the first run. It is necessary to be connected to the Internet while downloading.

For the sample wav,

$ python3 auto_speech.py

It outputs top 5 label. (identification mode)

If you want to specify the input file, put the path after the --input option.

$ python3 auto_speech.py --input wav/id10283/oGZsanLiXsY/00004.wav

When two files are specified with the --input1 and --input2 options, check if two audio files belong to the same person. (verification mode)

$ python3 auto_speech.py --input1 wav/id10270/8jEAjG6SegY/00008.wav --input2 wav/id10270/x6uYqmx31kE/00001.wav

Reference

AutoSpeech: Neural Architecture Search for Speaker Recognition

Framework

Pytorch

Model Format

ONNX opset=11

Netron

proposed_iden.onnx.prototxt
proposed_classifier.onnx.prototxt
proposed_veri.onnx.prototxt