Dental AI - Intelligent Dental Diagnostic Platform
A full-stack dental healthcare platform combining deep learning disease detection, RAG-powered virtual dentist chat, and a complete appointment and treatment management system - all in one web application.
Key Outcome
6 conditions detected
Instant AI diagnosis with segmentation overlay - accessible from any browser without a clinic visit.
Patients lack access to timely dental diagnosis between clinic visits - no reliable self-assessment tools, long waits, and no easy channel for instant guidance. Clinics manage bookings and treatment records through fragmented manual processes.
Built Dental AI with an EfficientNet-B4 classifier and ResNet50 U-Net segmentation model to detect 6 oral conditions from uploaded images with heatmap overlays. Paired with a Google Gemini 2.0 Flash + ChromaDB RAG chatbot for virtual dentist chat, a full appointment lifecycle system with 45-minute slot management, and role-based dashboards for patients, dentists, and admins.
Key Features
AI disease detection across 6 conditions: Calculus, Caries, Gingivitis, Mouth Ulcer, Discoloration, Hypodontia
EfficientNet-B4 classifier with confidence scores and probability breakdown per condition
ResNet50 U-Net segmentation overlay highlighting affected areas with a red heatmap
Virtual Dentist AI chat powered by Gemini 2.0 Flash + RAG over dental knowledge base
Appointment booking with automated 45-minute slot generation from dentist availability
Full appointment lifecycle: Book → Confirm → Reschedule → Complete → Cancel
Patient medical history timeline with diagnosis, procedure, medications, and follow-up
Role-based dashboards for patients, dentists, and super admin with OTP + Google OAuth auth
Technology Stack
Project Visuals
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