OmniFood-Bench - Cooking Method (Homemade Food): leaderboard
Metric: Cooking-method accuracy (%; share of Homemade Food images whose preparation technique the model classifies correctly; 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 December 2026. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.1 | 79.06 |
| 2 | Gemini 3 Flash | 73.93 |
| 3 | InternVL3.5-8B | 66.32 |
| 4 | Claude Sonnet 4 | 65.11 |
Interactive version: theaggregate.ai/benchmark?slug=omnifood-bench-cooking-method-homemade-food · How It Works · Data refreshed daily, snapshot 2026-09-29.