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metadata
title: EEG Mental Health Analysis Platform
emoji: 🧠
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 5.8.0
app_file: app.py
pinned: false

AI-Powered Mental Health Analysis Platform

This Hugging Face Space hosts an advanced platform that integrates EEG signal processing, AI-driven analysis, and personalized treatment planning for mental health assessment and care.

Features

  • EEG Signal Processing & Analysis

    • Support for common EEG file formats (EDF, BDF, CNT)
    • Advanced preprocessing and feature extraction
    • Real-time processing capabilities
  • Interactive Brain Mapping

    • 2D topographic mapping
    • 3D surface visualization
    • Connectivity network analysis
  • AI-Powered Clinical Analysis

    • Mental health assessment
    • Condition probability estimation
    • Severity assessment
    • Risk factor identification
  • Treatment Planning

    • Personalized recommendations
    • Evidence-based interventions
    • Lifestyle modifications
    • Crisis management plans

How to Use

  1. Upload your EEG data file (supported formats: EDF, BDF, CNT)
  2. Select the analysis type you want to perform
  3. View the generated visualizations and analysis results
  4. Get personalized treatment recommendations

Data Requirements

  • Supported formats: EDF, BDF, CNT
  • Minimum sampling rate: 250 Hz
  • Standard 10-20 electrode placement
  • Good signal quality with minimal artifacts

Models

The platform uses specialized models for:

  • Clinical Text Analysis: BiomedNLP-PubMedBERT
  • Mental Health Assessment: Custom classification models
  • EEG Analysis: Deep learning models

Disclaimer

This platform is designed to assist healthcare professionals and should not be used as a replacement for professional medical advice, diagnosis, or treatment.

Credits

Created by [invincible-jha] Based on research and collaboration with the scientific community.