📦 Project Overview
SecureEntry is a real-time, AI-powered smart authentication system that uses both face and voice recognition to control access to secured environments. The system includes:
- 🌐 Flask-based backend
- 📱 React Native mobile frontend
- 🧠 Embedded AI (FaceNet + Keras Voice model)
- 🔐 Admin + User dashboards
- 📸 Face + 🎙️ Voice dual-auth for secure entry
🛠️ Backend Features (Flask)
-
✅ User Authentication System
- Flask-Login integration
- Sign Up / Login / Logout flows
- Admin vs User role segregation
- Profile management (face/voice samples)
-
👑 Admin Role
@admin_requiredroute protection- Admin-only UI and actions
-
🧠 AI Integration
- FaceNet & Voice Recognition using Keras
- Voice model retraining via Chaquopy (in Android)
- Face model update & retraining support
🎨 Admin Panel UI
-
📂 Structured under
templates/admin/+static/scss/_admin.scss -
🧭 Dashboard Sections:
- 👥 Manage Users (with Promote, Delete, Export, Search, Pagination)
- 📜 User Logs (Coming Soon)
- 🧠 Model Status (Retrain Face/Voice)
-
🔁 Back to user dashboard button
-
🧩 Styled with modular SCSS (
@use) -
⚡ Fully mobile-responsive layout
📲 User Dashboard (React Native & Flask)
-
🧑 Face & 🎙 Voice authentication pages
-
👤 Profile with:
- Add/Update face samples
- Add/Update voice samples
- Automatic model retraining after updates
-
⚙ Settings, ℹ About Us pages
-
👑 Admin Dashboard link (visible only if user is admin)
📁 SCSS Styling System
-
✅ Modular SCSS setup:
_admin.scss,_index.scss,main.scss
-
🎨 Design includes:
- Neumorphic buttons
- Cards with shadows and hover effects
- Clean table UI
- Responsive dashboard grid
-
🔁 Live-compiled via
sass --watch
🧠 AI & Model Training Integration
-
🎙️ Voice Recognition:
- Keras-based model (TFLite)
- Retraining triggered from app
- Model stored locally and updated via Chaquopy
-
👨🦰 Face Recognition:
- Based on FaceNet embeddings (TFLite)
- Face data added via profile page
- Verification logic built in Kotlin (
FaceRecognitionHelper.kt)
📦 Project Folder Structure
SecureEntry/
│
├── app/
│ ├── templates/
│ │ ├── admin/
│ │ └── base.html, login.html, etc.
│ ├── static/
│ │ ├── scss/
│ │ └── css/
│ ├── routes.py
│ ├── models.py
│ ├── forms.py
│ └── ...
│
├── SecureEntry20/ # React Native mobile app
│
├── voice_model/ # Voice samples & model
├── face_model/ # FaceNet embeddings & helper
└── run.py
- Finish Add New User form for admins
- Implement User Logs screen (logging login/logout actions)
- Improve 404 / 500 error pages
- Add unit tests and backend test coverage
- Deploy backend to AWS/GCP/Render
- Convert all model paths to use S3 + AWS Lambda
- Add notification support (email alerts on intrusion)