OmniEarth - Fine-Grained Category Classification: leaderboard
Metric: Top-1 accuracy (%) on the Fine-Grained Category Classification (FCC) task of OmniEarth, zero-shot with each model's default inference settings; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 16 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.0 Flash | 63.4 | #331 |
| 2 | Qwen 2.5 VL 72B Instruct | 54.6 | #364 |
| 3 | GPT-4o | 51.6 | #333 |
| 4 | InternVL3-8B | 41 | #606 |
| 5 | GLM-4.6V | 39 | #309 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=omniearth-fine-grained-category-classification · How It Works · Data refreshed daily, snapshot 2026-10-11.