EmoTag helps you train emotion detection model for Chinese audios

Last update: Sep 07, 2022

Overview

emoTag

emoTag helps you train emotion detection model for Chinese audios.

Environment

pip install -r requirement.txt

Data

We used Emotional Speech Dataset (ESD) for Speech Synthesis and Voice Conversion from HLT Singapore.

Train Emotion Classifier

Use this command to train a classifier. Adjust training setups in conf/logfbank_train-emo.json.

python train.py --config conf/logfbank_train-emo.json --name task_trial_1

Models and logs will be find in exp/.

usage: train.py [-h] [-c CONFIG] [-r RESUME] [-n NAME] [--lr LR] [--bs BS]
                [--train_utt2wav TRAIN_UTT2WAV] [--val_utt2wav VAL_UTT2WAV]
                [--blocks BLOCKS] [--optimizer OPTIMIZER]
                [--train_pad0 TRAIN_PAD0] [--devel_pad0 DEVEL_PAD0]
                [--pretrain PRETRAIN]

PyTorch Template

optional arguments:
  -h, --help            show this help message and exit
  -c CONFIG, --config CONFIG
                        config file path (default: None)
  -r RESUME, --resume RESUME
                        path to latest checkpoint (default: None)
  -n NAME, --name NAME
  --lr LR, --learning_rate LR
  --bs BS, --batch_size BS
  --train_utt2wav TRAIN_UTT2WAV
  --val_utt2wav VAL_UTT2WAV
  --blocks BLOCKS
  --optimizer OPTIMIZER
  --train_pad0 TRAIN_PAD0
  --devel_pad0 DEVEL_PAD0
  --pretrain PRETRAIN

Infer labels

python infer_label.py

Adjust the vad_file param and code if necessary to adapt to new tasks. infer_label.py adopted multiprocessing, increased cpu utilities rate and inference efficiency. See usage details below.

usage: infer_label.py [-h] [--vad_file VAD_FILE] [--model_dir MODEL_DIR]
                      [--output_dir OUTPUT_DIR]

parse model info

optional arguments:
  -h, --help            show this help message and exit
  --vad_file VAD_FILE
  --model_dir MODEL_DIR
  --output_dir OUTPUT_DIR

EmoTag helps you train emotion detection model for Chinese audios

Related tags

Overview

emoTag

Environment

Data

Train Emotion Classifier

Infer labels

Owner

_zza

An Empirical Investigation of Model-to-Model Distribution Shifts in Trained Convolutional Filters

Repository for the AugmentedPCA Python package.

Title: Graduate-Admissions-Predictor

For storing the complete exploration of Visual Question Answering for our B.Tech Project

Arxiv harvester - Poor man's simple harvester for arXiv resources

Efficient and intelligent interactive segmentation annotation software

VR-Caps: A Virtual Environment for Active Capsule Endoscopy

Unofficial implementation of MUSIQ (Multi-Scale Image Quality Transformer)

A collection of Reinforcement Learning algorithms from Sutton and Barto's book and other research papers implemented in Python.

Awesome Human Pose Estimation

Python library containing BART query generation and BERT-based Siamese models for neural retrieval.

PyTorch implementations of neural network models for keyword spotting

Repo for EchoVPR: Echo State Networks for Visual Place Recognition

Unpaired Caricature Generation with Multiple Exaggerations

Awesome Artificial Intelligence, Machine Learning and Deep Learning as we learn it

The audio-video synchronization of MKV Container Format is exploited to achieve data hiding

This repo contains the official code and pre-trained models for the Dynamic Vision Transformer (DVT).

Pytorch and Keras Implementations of Hyperspectral Image Classification -- Traditional to Deep Models: A Survey for Future Prospects.

Pytorch implementation of the Variational Recurrent Neural Network (VRNN).

Spam your friends and famly and when you do your famly will disown you and you will have no friends.