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A curated list of awesome speaker recognition/verification papers, projects, datasets, and competition.

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awesome

A curated list of awesome speaker recognition/verification/identification papers, projects, datasets, and competition.

Table of Contents

Books

  1. Fundamentals of Speaker Recognition by Beigi, Homayoon
  2. Machine Learning for Speaker Recognition by Jen-Tzung Chien and Man-Wai Mak

Videos and Lectures

  1. Speaker Verification - The present and future of voiceprint based security By Professor Eliathamby Ambikairajah
  2. Identify Speaker Voice Machine learning model Neural Networks in Keras/TensorFlow
  3. X-vectors: Robust DNN embeddings for speaker recognition
  4. A brief Introduction to SincNet

Papers with Code

  1. https://paperswithcode.com/task/speaker-recognition
  2. https://paperswithcode.com/task/speaker-verification

Papers

  1. SPEECH AND SPEAKER RECOGNITION FROM RAW WAVEFORM WITH SINCNET (CNN, speech + speaker)
  2. Deep Neural Network Embeddings for Text-Independent Speaker Verification (x-vector)
  3. How to train your speaker embeddings extractor (VAD + speaker embeddings)

Github Repositories

  1. https://github.com/WeidiXie/VGG-Speaker-Recognition (python 2 + tensorflow 1.x)
  2. https://github.com/zabir-nabil/tf2-speaker-recognition (python 3 + tensorflow 2.x)
  3. https://github.com/mravanelli/SincNet (python 3 + pytorch)

Pretrained models/embeddings

  1. deep-speaker [softmax + triplet works best, clean audio]
  2. meta-SR [pytorch, short utterances]

Datasets

  1. VoxCeleb mirror
  2. CN-Celeb
  3. ST Chinese Mandarin Corpus
  4. AIF [not public]
  5. MLS [big + multi-lingual]

Conferences

  1. ICASSP - IEEE International Conference on Acoustics, Speech and Signal Processing

Competitions

  1. AIF [not public]
  2. SdSV Challenge
  3. VoxSRC
  4. NIST SRE

Frameworks

  1. speechbrain

Tools

  1. Kaldi Speech Recognition Toolkit - Extraction of x vector
  2. PLDA/LDA from enrollment using Kaldi - PLDA scoring
  3. Neural PLDA - Neural PLDA, kaldi

Miscellaneous

  1. Awesome speaker recognition

Contributing

Have anything in mind that you think is awesome and would fit in this list? Feel free to send a pull request.


License

CC0

To the extent possible under law, Zabir Al Nazi has waived all copyright and related or neighboring rights to this work.

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