deepgeek/silero-vad
2
0
Fork 0
mirror of https://github.com/snakers4/silero-vad.git synced 2026-02-05 18:09:22 +08:00
Code Issues Packages Projects Releases Wiki Activity

Merge branch 'master' of github.com:snakers4/silero-vad

Browse Source
This commit is contained in:
adamnsandle
2020-12-15 14:30:09 +00:00
parent 7d5f2aaa9e 62e0346360
commit b7914cfe7c
1 changed files with 16 additions and 13 deletions
Download Patch File Download Diff File Expand all files Collapse all files

29
README.md
View File

@@ -4,7 +4,7 @@
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/snakers4/silero-vad/blob/master/silero-vad.ipynb) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/snakers4/silero-vad/blob/master/silero-vad.ipynb)
![header)](https://user-images.githubusercontent.com/12515440/89997349-b3523080-dc94-11ea-9906-ca2e8bc50535.png) ![header](https://user-images.githubusercontent.com/12515440/89997349-b3523080-dc94-11ea-9906-ca2e8bc50535.png)
- [Silero VAD](#silero-vad) - [Silero VAD](#silero-vad)
- [Getting Started](#getting-started) - [Getting Started](#getting-started)
@@ -23,39 +23,42 @@
`Single Image Why our VAD is better than WebRTC` `Single Image Why our VAD is better than WebRTC`
Silero VAD: pre-trained enterprise-grade Voice Activity Detector (VAD), Number Detector and Language Classifier. Silero VAD: pre-trained enterprise-grade Voice Activity Detector (VAD), Number Detector and Language Classifier.
Enterprise-grade Speech Products made refreshingly simple (all see our [STT](https://github.com/snakers4/silero-models)). Enterprise-grade Speech Products made refreshingly simple (see our [STT](https://github.com/snakers4/silero-models) models).
Currently, there are hardly any high quality / modern / free / public voice activity detectors except for WebRTC Voice Activity Detector ([link](https://github.com/wiseman/py-webrtcvad)). Currently, there are hardly any high quality / modern / free / public voice activity detectors except for WebRTC Voice Activity Detector ([link](https://github.com/wiseman/py-webrtcvad)).
Also in enterprise it is crucial to be able to anonymize large-scale spoken corpora (i.e. remove personal data). Typically personal data is considered to be private / sensitive if it contains (i) a name (ii) some private ID. Name recognition is highly subjective and would depend on locale and business case, but Voice Activity and Number detections are quite general tasks. Also in enterprise it is crucial to be able to anonymize large-scale spoken corpora (i.e. remove personal data). Typically personal data is considered to be private / sensitive if it contains (i) a name (ii) some private ID. Name recognition is highly subjective and would depend on locale and business case, but Voice Activity and Number detections are quite general tasks.
**Key advantages / features:** **Key features:**
- Modern, portable; - Modern, portable;
- Small memory footprint; - Lowe memory footprint;
- Trained on huge spoken corpora and noise / sound libraries;
- Slower than WebRTC, but sufficiently fast for IOT / edge / mobile applications;
- Superior metrics to WebRTC; - Superior metrics to WebRTC;
- Trained on huge spoken corpora and noise / sound libraries;
- Slower than WebRTC, but fast enough for IOT / edge / mobile applications;
**Typical use cases:** **Typical use cases:**
- Spoken corpora anonymization; - Spoken corpora anonymization;
- Voice detection for IOT / edge / mobile use cases; - Voice activity detection for IOT / edge / mobile use cases;
- Data cleaning and preparation, number and voice detection in general; - Data cleaning and preparation, number and voice detection in general;
## Getting Started ## Getting Started
The models are small enough to be included directly into this repository. Newer models will supersede older models directly. The models are small enough to be included directly into this repository. Newer models will supersede older models directly.
Currently we provide the following models: Currently we provide the following functionality:
| | Released |PyTorch | ONNX | VAD | Number Detector | Language Classifier | Languages | Colab | | PyTorch | ONNX | VAD | Number Detector | Language Clf | Languages | Colab |
|----|------------|-------------------|--------------------|---------------------| --------------------|---------------------|-------------------------|-------| |-------------------|--------------------|---------------------|-----------------|--------------|------------------------|-------|
| v1 | 2020-12-15 |:heavy_check_mark: | :heavy_check_mark: | :heavy_check_mark: | | | `ru`, `en`, `de`, `es` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/snakers4/silero-vad/blob/master/silero-vad.ipynb) | | :heavy_check_mark:| :heavy_check_mark: | :heavy_check_mark: | | | `ru`, `en`, `de`, `es` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/snakers4/silero-vad/blob/master/silero-vad.ipynb) |
Version history: **Version history:**
- v1, 2020-12-15, initial release, no Number Detector or Language Classifier heads yet; | Version | Date | Comment |
|---------|-------------|---------------------------------------------------|
| `v1` | 2020-12-15 | initial release |
| `v2` | coming soon | Add Number Detector or Language Classifier heads |
### PyTorch ### PyTorch