MunchShot
⚡ Portable On-Device ML • <200ms Latency • Private & Offline

Instant AI Food Detection & Portion Estimation

MunchShot detects multiple food items in photos, estimates portion mass in grams, and computes calories and macros with portable ML runtimes.

Explore Community Feed

Live Interactive Food Analyzer

Meal to analyze

Nutrition Breakdown

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Calories
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Protein
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Carbs
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Fat

Portion Adjustment (Grams)

Click “Analyze Sample Meal” above to inspect detected items & portions.
< 1.0 s
Cold Start Time

Quantized INT8 weights load deterministically on mid-range devices.

< 200 ms
End-to-End Inference

Food classification, confidence filtering, and typical-serving portion estimates.

< 100 MB
Peak Memory Overhead

Compact quantized memory footprint running smoothly on constrained mobile RAM.

≤ 10 FPS
Battery-Friendly Throttle

Preview inference throttled to 100ms intervals; HD full-res on capture only.