JaesungHuh
voice-gender-classifier
Voice gender classifier - This repo contains the inference code to use pretrained human voice gender classifier. - You could also try 🤗Huggingface online demo. Installation First, clone the original github repository Pretrained weights For those who need pretrained weights, please download it in here Training details State-of-the-art speaker verification model already produces good representation of the speaker's gender. I used the pretrained ECAPA-TDNN from TaoRuijie's repository, added one linear layer to make two-class classifier, and finetuned the model with the VoxCeleb2 dev set. The model achieved 98.7% accuracy on the VoxCeleb1 identification test split. Caveat I would like to note the training dataset I've used for this model (VoxCeleb) may not represent the global human population. Please be careful of unintended biases when using this model. Reference - Original github repository - I modified the model architecture from TaoRuijie's repository. - For more details about ECAPA-TDNN, check the paper.