MARINER - Vessel Detection: leaderboard
Metric: Average precision of MARINER vessel detection by multimodal LLMs (COCO-style average precision over IoU 0.5 to 0.95, percent; all vessel categories); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Pro | 59.42 |
| 2 | InternVL3-38B | 27.06 |
| 3 | Qwen 2.5 VL 72B Instruct | 22.49 |
| 4 | Qwen 2.5 VL 32B Instruct | 17.13 |
| 5 | Gemini 2.5 Flash | 16.94 |
| 6 | Qwen 2.5 VL 7B Instruct | 16.42 |
| 7 | InternVL3-78B | 13.25 |
| 8 | MiniCPM-V-2.6 | 9.18 |
| 9 | InternVL3-8B | 6.82 |
| 10 | InternVL2-8B | 1.07 |
Interactive version: theaggregate.ai/benchmark?slug=mariner-vessel-detection · How It Works · Data refreshed daily, snapshot 2026-10-07.