The present invention is directed to a comprehensive AI-based body measurements extraction
system to accurately determine body measurements including foot and hand measurements of a
human body for recommending suitable clothing sizes across multiple industries A virtual assistant provides real-time guidance to capture two-dimensional image data including frontal and lateral images, and manual input including body statistics data such as height, weight, gender, and preferences of a user. The
system implements dual-source avatar generation capability, generating three-dimensional models from either captured images or manual input data alone. The captured data is processed by a measurement extraction engine featuring customized semantic segmentation with contour refinement, automated size chart
parsing, body-to-garment coefficient calculation, and a predictor-corrector model with hierarchical fallback systems for multi-level validation and error correction. The
system incorporates confidence scoring throughout the measurement pipeline and supports multiple execution
modes including cloud-based
processing,
edge device deployment, and fully offline operation for privacy-sensitive applications in medical, defense, sports, and ergonomic contexts.