Vad-sli-asr - A Python scripts for a speech processing pipeline with Voice Activity Detection (VAD)

Last update: Dec 09, 2022

Related tags

Overview

VAD-SLI-ASR

Python scripts for a speech processing pipeline with Voice Activity Detection (VAD), Spoken Language Identification (SLI), and Automatic Speech Recognition (ASR). Our use case involves using VAD to detect time regions in a language documentation recording where someone is speaking, then using SLI to classify each region as either English (eng) or Muruwari (zmu), and then using an English ASR model to transcribe regions detected as English. This pipeline outputs an ELAN .eaf file with the following tier structure (_vad, _sli, and _asr):

Set up

pip install -r requirements.txt

Data

├── data
│   ├── sli-train      <- Training data for SLI (one folder per language)
│   │   ├── eng/       <- .wav files (English utterances)
│   │   ├── zmu/       <- .wav files (Muruwari utterances)
│   ├── asr-train      <- Intermediate data that has been transformed.
│   │   ├── eng.tsv    <- transcriptions
│   │   ├── eng/       <- .wav files (English utterances)

Usage

VAD

# VAD
python scripts/run_vad-by-silero.py myrecording.wav

SLI

# To train a classifier using your own clips and then save it:
python scripts/train_sli-by-sblr.py data/sli-train models/zmu-eng_sli_k10.pkl

# Use trained model to classify VAD-detected regions as eng or zmu
python scripts/run_sli-by-sblr.py models/zmu-eng_sli_k10.pkl myrecording.wav

ASR

# To fine-tune a wav2vec 2.0 model and save the checkpoint:
python scripts/train_asr-by-w2v2.py data/asr-train data/checkpoints/no-lm_b10

# Transcribe using trained model 
python scripts/run_asr-by-w2v2.py data/checkpoints/no-lm_b10 myrecording.wav

Paddlespeech Streaming ASR GUI

Paddlespeech-Streaming-ASR-GUI Introduction A paddlespeech Streaming ASR GUI. Us

3 Jan 5, 2022

Code for Findings of ACL 2022 Paper "Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors"

SWRM Code for Findings of ACL 2022 Paper "Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors" Clone Clone th

14 Jan 3, 2023

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

Rasa Open Source Rasa is an open source machine learning framework to automate text-and voice-based conversations. With Rasa, you can build contextual

15.3k Dec 30, 2022

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

Rasa Open Source Rasa is an open source machine learning framework to automate text-and voice-based conversations. With Rasa, you can build contextual

15.3k Jan 3, 2023

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

Rasa Open Source Rasa is an open source machine learning framework to automate text-and voice-based conversations. With Rasa, you can build contextual

10.8k Feb 18, 2021

Releases(1.1.0)

1.1.0(Apr 23, 2022)
Switched to using pre-existing vocabulary from pre-trained model (see Appendix A in paper).

Source code(tar.gz)
Source code(zip)
1.0.0(Apr 18, 2022)

Source code(tar.gz)
Source code(zip)
0.9.0(Apr 14, 2022)

Pre-release to check Zenodo sync
Source code(tar.gz)
Source code(zip)

Vad-sli-asr - A Python scripts for a speech processing pipeline with Voice Activity Detection (VAD)

Related tags

Overview

VAD-SLI-ASR

Set up

Data

Usage

VAD

SLI

ASR

You might also like...

Paddlespeech Streaming ASR GUI

Code for Findings of ACL 2022 Paper "Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors"

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

This project converts your human voice input to its text transcript and to an automated voice too.

Chinese real time voice cloning (VC) and Chinese text to speech (TTS).

Clone a voice in 5 seconds to generate arbitrary speech in real-time

Every Google, Azure & IBM text to speech voice for free

Releases(1.1.0)

1.1.0(Apr 23, 2022)

1.0.0(Apr 18, 2022)

0.9.0(Apr 14, 2022)

Owner

Dynamics of Language

⚡ boost inference speed of T5 models by 5x & reduce the model size by 3x using fastT5.

Use PaddlePaddle to reproduce the paper：mT5: A Massively Multilingual Pre-trained Text-to-Text Transformer

AI-powered literature discovery and review engine for medical/scientific papers

Code Implementation of "Learning Span-Level Interactions for Aspect Sentiment Triplet Extraction".

Perform sentiment analysis on textual data that people generally post on websites like social networks and movie review sites.

Official Stanford NLP Python Library for Many Human Languages

中文医疗信息处理基准CBLUE: A Chinese Biomedical LanguageUnderstanding Evaluation Benchmark

Unsupervised Language Model Pre-training for French

Simple tool/toolkit for evaluating NLG (Natural Language Generation) offering various automated metrics.

Labelling platform for text using distant supervision

Twitter-Sentiment-Analysis - Twitter sentiment analysis for india's top online retailers(2019 to 2022)

Open-Source Toolkit for End-to-End Speech Recognition leveraging PyTorch-Lightning and Hydra.

The Internet Archive Research Assistant - Daily search Internet Archive for new items matching your keywords

Code for PED: DETR For (Crowd) Pedestrian Detection

Python Implementation of ``Modeling the Influence of Verb Aspect on the Activation of Typical Event Locations with BERT'' (Findings of ACL: ACL 2021)

Words_And_Phrases - Just a repo for useful words and phrases that might come handy in some scenarios. Feel free to add yours

Gpt2-WebAPI - The objective of this API is to provide the 3 best possible responses to sentences that the user would input via http GET request as a parameter

A simple tool to update bib entries with their official information (e.g., DBLP or the ACL anthology).

Semantic search through a vectorized Wikipedia (SentenceBERT) with the Weaviate vector search engine

The tool to make NLP datasets ready to use