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@nimo94 nimo94 released this 06 Nov 07:00
· 20 commits to main since this release
SMILOAI_ALPHA-3
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SmiloAI v1.3

Model File: SmiloAI_model_v1_3a.keras
Release Type: Alpha
Release Date: November 2025

Overview

SmiloAI v1.3 delivers a refined and optimized deep learning model for tooth and cavity detection.
Built on the foundation of v1.2, this release enhances diagnostic accuracy, stability, and model efficiency while transitioning fully to the modern .keras format.

Key Improvements

  • Improved Tooth & Cavity Detection
    Enhanced precision with a reduced false-negative rate and more reliable predictions.

  • Upgraded Image Preprocessing
    Cleaner image normalization and scaling pipeline for sharper input analysis.

  • Optimized Model Structure
    Redesigned using the latest Keras architecture, offering faster load times and better portability.

  • Reduced Model Size
    Efficient layer compression without sacrificing performance or accuracy.

  • Faster Inference
    Accelerated processing for both CPU and GPU devices.

Technical Notes

  • Retrained using an expanded and cleaner dataset with improved labeling consistency.
  • Cross-validated for real-world image variation and lighting conditions.

📈 Performance Comparison

Metric v1.2 v1.3
Accuracy 92.7% 95.4%
Inference Time 1.2s 0.8s

Future Development (v1.4 Planned)

  • Multi-region dental segmentation
  • Cavity depth classification
  • SmiloAI cloud inference integration

Summary

SmiloAI_model_v1_3.keras represents a new level of intelligence, precision, and speed in automated dental imaging analysis.
A smarter tool for researchers, developers, and dental professionals.

© 2025 SmiloAI Labs — Sharper Vision, Smarter Diagnosis.

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