MARINER - Vessel Classification: leaderboard
Metric: Accuracy (%) on MARINER fine-grained vessel classification (63 categories: 35 military, 27 civilian and Other; maritime images from shore, shipboard, UAV and open sources, including fog, ice, night and wave conditions); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4.1 | 83.3 |
| 2 | Gemini 2.5 Flash | 82.6 |
| 3 | GPT-4o | 80.5 |
| 4 | Qwen 2.5 VL 72B Instruct | 71.75 |
| 5 | Qwen 2.5 VL 32B Instruct | 65.8 |
| 6 | InternVL3-78B | 65.67 |
| 7 | Qwen 2.5 VL 7B Instruct | 64.4 |
| 8 | InternVL3-38B | 60.1 |
| 9 | MiniCPM-V-2.6 | 49 |
| 10 | Gemini 2.5 Pro | 42.1 |
| 11 | InternVL3-8B | 41 |
| 12 | InternVL2-8B | 26.3 |
Interactive version: theaggregate.ai/benchmark?slug=mariner-vessel-classification · How It Works · Data refreshed daily, snapshot 2026-10-07.