OmniCap-IF - Visual Content: leaderboard
Metric: Constraint satisfaction rate (%) on visual content constraints of multi-constraint captioning instructions on videos with sound; format constraints are checked by rule-based tools on LLM-extracted structure, content constraints by temporal-IoU tools or a gpt-5-mini judge answering binary and multiple-choice questions against the caption; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 14 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 74.15 |
| 2 | Gemini 3 Flash | 73.6 |
| 3 | MiMo-V2-Omni | 70.14 |
| 4 | MiMo-V2.5 | 69.82 |
| 5 | MiniCPM-o-4.5 | 59.24 |
| 6 | Qwen3 Omni 30B A3B Instruct | 58.13 |
| 7 | Qwen2.5-Omni-7B | 47.68 |
Interactive version: theaggregate.ai/benchmark?slug=omnicap-if-visual-content · How It Works · Data refreshed daily, snapshot 2026-09-29.