🍽️ ForkCast
Upload a meal photo and your profile. ForkCast estimates the meal's nutrition, predicts your obesity-risk band, and explains the result using dietary guidelines.
ForkCast is an educational coursework demo, not medical advice.
STEP 1: YOUR MEAL & PROFILE
STEP 2: RESULT
Submit a meal and profile to see results.
Estimated nutrition (winner)
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Food-101 top-3 dishes
Probability from the Food-101 ViT checkpoint. The top dish is one of two candidates passed to the judge.
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Per-class probability
Ordered by severity (Insufficient to Obesity III). A spread across adjacent classes signals a borderline case. Probabilities may be blended with the BMI-band rule if your profile is out-of-distribution - see anomalies below.
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Vision ensemble
Food-101 ViT vs OpenAI vision, arbitrated by gpt-4o-mini.
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Calculation breakdown
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Coach (RAG)
Uses retrieved nutrition guideline passages, your predicted band, and your daily target.
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