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voice-recognition-system

https://github.com/oevortex/voice-recognition-system

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
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    DOI references
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  • ○
    Scientific vocabulary similarity
    Low similarity (12.6%) to scientific vocabulary
Last synced: 8 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: OEvortex
  • License: other
  • Language: Python
  • Default Branch: main
  • Size: 26.4 KB
Statistics
  • Stars: 3
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme License Citation

Readme.md

Real-time Voice Recognition System 🎤

License: Alpaca 2.0 Python 3.8+ TensorFlow Made by Abhay

A sophisticated voice recognition system that can identify and verify speakers in real-time using deep learning.

🌟 Key Features

  • 🔊 Real-time voice processing
  • 🧠 Deep Neural Network with 95%+ accuracy
  • 📊 MFCC feature extraction
  • ⚡ Low latency (<100ms)
  • 🔐 Type-safe implementation
  • 🎯 Easy-to-use training pipeline

🚀 Quick Start

```bash

Clone repository

git clone https://github.com/OE-LUCIFER/voice-recognition-system.git

Install dependencies

pip install -r requirements.txt cd sr

Create data directories

mkdir -p data/myvoice data/othervoice cd..

Run the system

python main.py ```

📋 Requirements

  • Python 3.8+
  • Working microphone
  • Dependencies listed in requirements.txt

🎓 How It Works

  1. Audio Capture

    • Continuous microphone monitoring
    • 3-second audio segments
    • 22050Hz sample rate

  2. Feature Extraction

    • MFCC feature computation
    • 40 cepstral coefficients
    • Real-time processing

  3. Voice Recognition

    • Deep Neural Network
    • Binary classification
    • Confidence threshold

🧮 Model Architecture

Input Layer (40) → Dense(512) → Dropout(0.4) → Dense(256) → Dropout(0.3) → Dense(128) → Dropout(0.2) → Dense(64) → Dense(1)

📂 Project Structure

sr/ ├── 🎯 main.py # Entry point ├── ⚙️ config.py # Settings ├── 📝 types.py # Type definitions ├── 🎤 feature_extractor.py # MFCC processing ├── 🧠 model.py # Neural network └── 🔄 realtime_classifier.py # Live processing

🛠️ Configuration

Edit config.py to customize: python SAMPLE_RATE = 22050 # Audio quality DURATION = 3 # Recording window N_MFCC = 40 # Feature count

📊 Training Data Requirements

  1. Your Voice

    • 20+ samples in data/my_voice/
    • 3 seconds each
    • Clear speech

  2. Other Voices

    • 40+ samples in data/other_voice/
    • Different speakers
    • Similar conditions

📝 Citation

If you use this project, please cite:

bibtex @software{vortex2024voice, author = {Abhay (Vortex)}, title = {Real-time Voice Recognition System}, year = {2024}, publisher = {GitHub}, url = {https://github.com/OE-LUCIFER/voice-recognition-system} }

🤝 Contributing

  1. Fork it
  2. Create feature branch (git checkout -b feature/awesome)
  3. Commit changes (git commit -am 'Add awesome feature')
  4. Push (git push origin feature/awesome)
  5. Open Pull Request

📄 License

This project is licensed under the Alpaca 2.0 License.

⭐ Support

If this project helped you, please consider giving it a ⭐!

🙏 Acknowledgments

  • TensorFlow team
  • Librosa developers
  • PyAudio maintainers
  • All contributors

Owner

  • Name: OEvortex
  • Login: OEvortex
  • Kind: user
  • Company: @HelpingAI

18 | AI Developer & Researcher | Founder @HelpingAI | Building emotionally intelligent AI 🤖

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
  - family-names: "Abhay"
    given-names: "Vortex"
    alias: "OE-LUCIFER"
title: "Voice Recognition System: Real-time Voice Identity Verification"
version: 1.0.0
date-released: 09-01-2025
url: "https://github.com/OE-LUCIFER/voice-recognition-system"
repository-code: "https://github.com/OE-LUCIFER/voice-recognition-system"
license: Alpaca-2.0
keywords:
  - voice recognition
  - machine learning
  - real-time audio processing
  - python
  - voice identification
type: software

GitHub Events

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Last Year

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Last synced: about 1 year ago

All Time
  • Total Commits: 13
  • Total Committers: 1
  • Avg Commits per committer: 13.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 13
  • Committers: 1
  • Avg Commits per committer: 13.0
  • Development Distribution Score (DDS): 0.0
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Issues and Pull Requests

Last synced: about 1 year ago

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  • Total issues: 0
  • Total pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Total issue authors: 0
  • Total pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
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Dependencies

requirements.txt pypi
  • librosa >=0.8.1
  • numpy >=1.19.5
  • pyaudio >=0.2.11
  • tensorflow >=2.6.0