OmniFood-Bench - Portion Size (Raw Vegetables and Fruits): leaderboard
Metric: Portion-size MAPE (%; mean absolute percentage error of the predicted weight in grams of the visible components of Raw Vegetables and Fruits images, lower is better and unbounded above; 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 May 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | InternVL3.5-8B | 140.99 |
| 2 | Claude Sonnet 4 | 146.51 |
| 3 | GPT-5.1 | 185.24 |
| 4 | Gemini 3 Flash | 196.21 |
Interactive version: theaggregate.ai/benchmark?slug=omnifood-bench-portion-size-raw-vegetables-and-fruits · How It Works · Data refreshed daily, snapshot 2026-09-29.