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BODY ENGINE

AI Body Dimension
Analysis

Upload a full-body photo and enter your height — our multi-pass VLM pipeline estimates your bust, waist, and hip circumferences with anthropometric calibration.

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Upload
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Height
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VLM Pass 1
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Refine
Results
Upload Your Photo
A full-body, front-facing photo from head to toe gives the most accurate results. Tight-fitting clothes are preferred — loose/oversized garments reduce accuracy.
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Click to select a photo
or drag & drop • JPG / PNG / WebP
Enter Your Height
Your height is the reference scale — the VLM converts pixel proportions into real-world centimeters using this value.
cm
Enter your height in centimeters (100 – 250 cm)
Analyzing Your Body...
Multi-pass VLM pipeline running on Gemini 2.5 Flash
This typically takes 5–10 seconds
Sending photo to Gemini 2.5 Flash VLM
Estimating bust, waist, hip circumferences
Parsing ranges & taking conservative estimates
Applying sanity checks & finalizing
🔧 PIPELINE DEBUG INFO
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