OmniFood-Bench - Ingredient Match (Raw Vegetables and Fruits): leaderboard
Metric: Ingredient match rate (%; overlap of the predicted ingredient set with the annotated one on Raw Vegetables and Fruits 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 2037. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | InternVL3.5-8B | 24.39 |
| 2 | Claude Sonnet 4 | 23.4 |
| 3 | GPT-5.1 | 21.28 |
| 4 | Gemini 3 Flash | 17.02 |
Interactive version: theaggregate.ai/benchmark?slug=omnifood-bench-ingredient-match-raw-vegetables-and-fruits · How It Works · Data refreshed daily, snapshot 2026-09-29.