AI Food Classifier

Identify food photos for free in the browser with the open-source Food-101 Swin ONNX model, preferring WebNN while never uploading images

Category

Image Tools

How to Use

  1. Upload a food photo, menu image, or plate image
  2. Choose Auto backend to try WebNN first with WASM fallback
  3. Click Identify Food to view Food-101 classes and confidence scores
  4. Download JSON results for records, asset tagging, or human review

Examples

  • Identify a plate of food

    Input: Upload a burger, pizza, dessert, or meal photo

    Output: Returns the most likely Food-101 food classes

  • Replace a paid food-recognition API for pre-tagging

    Input: You need to pre-label food images

    Output: Runs locally without uploads or per-run billing

FAQ

Does it estimate calories?
No. This tool classifies food categories only; it does not estimate nutrition or calories from portion size.
Is the image uploaded?
No. The image and inference stay local in the browser; the browser only downloads open-source model weights.
Why can some food labels be wrong?
The model is trained for Food-101 classes. Regional dishes, mixed plates, occlusion, and low-quality photos still need human review.

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