Thesis / ECAI 2026

SomaLens

AI-Powered Body Composition Analyzer

Web-based application for anthropometric somatotype classification. Extracts body measurements via CNN silhouette analysis, computes Heath-Carter ratings, and suggests condition-specific diets & exercises. Paper accepted at ECAI 2026.

Next.jsFlaskTensorFlowScikit-LearnDigitalOcean
SomaLens screenshot

Pain & Solution

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The Problem

Traditional body composition analysis is expensive and inaccessible — requiring in-person visits and specialized equipment. There is no affordable digital somatotype tool available for everyday users who want to understand their body type and get personalized health recommendations.

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The Solution

SomaLens uses Ensemble AI (CNN silhouette extraction + Heath-Carter computation) to analyze body composition from simple photos. Users upload a full-body image, the system extracts their silhouette, computes Endomorph-Mesomorph-Ectomorph scores with 98.5% confidence, and provides personalized diet and exercise recommendations.

Coolest Feature

The standout feature that makes this project special.

AI Body Scan with CNN Silhouette Analysis

Upload a single full-body photo and get instant somatotype classification. The CNN model extracts your body silhouette, computes precise Endomorph-Mesomorph-Ectomorph scores, tracks your progress over time with trend charts, and generates personalized wellness recommendations — all achieving 98.5% analysis confidence.

AI Body Scan with CNN Silhouette Analysis

Features by User Role

Explore what each user type can do within the system.

Dashboard with Somatotype Trends

Dashboard with Somatotype Trends

Interactive chart showing Endomorphy, Mesomorphy, Ectomorphy, and Weight trends over time. Latest status card shows current body classification at a glance.

AI Body Scan

AI Body Scan

Upload a full-body photo for instant CNN-powered silhouette extraction and Heath-Carter somatotype computation. Get precise Endo-Meso-Ecto scores with confidence percentage.

Progress History & Tracking

Progress History & Tracking

View all past scans in a detailed table with date, somatotype classification, Endo-Meso-Ecto scores, and actions to view or export results. Track your body composition journey over time.

Personalized Recommendations

Personalized Recommendations

Based on your somatotype classification, receive condition-specific diet plans and exercise routines tailored to your unique body composition.

Landing Page & Onboarding

Landing Page & Onboarding

Clean, professional landing page with science-backed precision messaging, feature overview, and seamless sign-up flow.

Screenshot Gallery

Browse all screenshots from the project.

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