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invincible-jha/eeg-mental-health-platform

sourceHugging Faceupdated 2y agoView on Hugging Face
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App README

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