Solution Architecture
Progressive Video-Embedding Architecture for real-time dental diagnostics.
Progressive Video-Embedding Architecture
To resolve the clinical bottleneck, we engineered a progressive architectural pipeline that shifts dental AI from static guesswork to dynamic, real-time video reasoning. Our enterprise deployment strategy involved benchmarking three distinct model families to find the perfect intersection of accuracy, interpretability, and latency.
Three Model Architectures
Benchmarked for Real-World Clinical Deployment
CNN Baseline
EfficientNet-B3
Achieved 91% accuracy on clean test data with a minimal memory footprint of 42.4 MB. However, it critically lacked temporal awareness, rendering it unstable when faced with blurred, shifting frames of live mobile video feeds.
Production Engine
Fine-Tuned CLIP Vision Transformer
Achieved 87% accuracy with a 600 MB footprint. Pre-trained on massive image-text pairs, it possesses deep semantic understanding of visual contexts. Successfully handles noise, occlusion, and lighting variations of real-world intraoral video.
Research Frontier
Vision-Language Multimodal Fusion
Fuses CLIP ViT with BERT text encoder via cross-attention. Achieves 88% accuracy but has a 1.9 GB footprint and ~5-second latency. Premium feature for advanced clinical environments.
Technical Architecture
How the UGDent Pipeline Works
Clinical Accountability
Black-box medicine is fundamentally unethical. A clinician cannot recommend a treatment, and a patient cannot make a life-altering decision, based on an opaque algorithm. UGDent relies on a "glass-box" operational philosophy, leveraging the self-attention mechanisms of the Vision Transformer to generate highly interpretable attention maps.
Attention Maps
Visualizes the exact pixel regions that drove the prediction, highlighting specific disease locations
Clinical Accountability
Empowers clinicians to maintain ultimate diagnostic authority with transparent AI reasoning
Validation & Trust
Allows practitioners to validate AI predictions against their clinical expertise
Ready to Deploy UGDent in Your Clinic?
Join us in democratizing oral healthcare through video-powered dental AI.