FoodMonitor - Person Violations: leaderboard
Metric: Person-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; person violations must first localize the worker with at least ten box-and-time anchors (mean IoU 0.3, coverage 0.6); all models in thinking mode; higher is better. Source: arxiv.org. Saturation forecast: Around January 2028. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Seed 2.0 Pro (Thinking) | 26.1 |
| 2 | Gemini 3 Flash | 25.6 |
| 3 | Gemini 3 Pro | 20.3 |
| 4 | GLM-4.6V | 17.7 |
| 5 | Kimi K2.5 | 16.3 |
| 6 | Qwen 3.5 397B A17B | 14 |
| 7 | Qwen 3 VL 235B A22B (Thinking) | 8.4 |
| 8 | Qwen 3 VL 8B (Thinking) | 5.6 |
Interactive version: theaggregate.ai/benchmark?slug=foodmonitor-person-violations · How It Works · Data refreshed daily, snapshot 2026-10-07.