A newer version of the Gradio SDK is available:
5.12.0
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
- Upload your EEG data file (supported formats: EDF, BDF, CNT)
- Select the analysis type you want to perform
- View the generated visualizations and analysis results
- 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.