OmniFood-Bench - Ingredient Match (Packaged Food): leaderboard
Metric: Ingredient match rate (%; overlap of the predicted ingredient set with the annotated one on Packaged Food images; images of the MM-Food-100K subset; zero-shot, one standardized prompt per task; the open-weight models see all 1,208 samples and the proprietary models a 496-sample subset). Source: arxiv.org. Saturation forecast: Around 2035. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.1 | 39.29 |
| 2 | InternVL3.5-8B | 35.63 |
| 3 | Gemini 3 Flash | 28.57 |
| 4 | Claude Sonnet 4 | 21.43 |
Interactive version: theaggregate.ai/benchmark?slug=omnifood-bench-ingredient-match-packaged-food · How It Works · Data refreshed daily, snapshot 2026-09-29.