FoodMonitor - Environment Violations: leaderboard
Metric: Environment-violation F1 (0-100; the paper's 0-1 score times 100), on the 477 one-minute FoodMonitor kitchen surveillance clips (3,307 annotated violations of a 27-item food safety rule document), frames at 1 fps plus the full rule document, structured JSON output; a prediction counts only if its rule category matches and a text comparison model accepts its description as the same violation, one-to-one; all models in thinking mode; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Seed 2.0 Pro (Thinking) | 45.9 |
| 2 | GLM-4.6V | 38.2 |
| 3 | Gemini 3 Flash | 37.6 |
| 4 | Qwen 3.5 397B A17B | 32.1 |
| 5 | Qwen 3 VL 235B A22B (Thinking) | 30.3 |
| 6 | Gemini 3 Pro | 29.7 |
| 7 | Kimi K2.5 | 25.4 |
| 8 | Qwen 3 VL 8B (Thinking) | 20.4 |
Interactive version: theaggregate.ai/benchmark?slug=foodmonitor-environment-violations · How It Works · Data refreshed daily, snapshot 2026-10-07.