OmniEarth - Land-Cover Classification: leaderboard
Metric: Top-1 accuracy (%) on the Land-Cover Classification (LCC) task of OmniEarth, zero-shot with each model's default inference settings; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 16 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4o | 89.3 | #333 |
| 2 | Gemini 2.0 Flash | 82.8 | #331 |
| 3 | Qwen 2.5 VL 72B Instruct | 80.5 | #364 |
| 4 | InternVL3-8B | 74 | #606 |
| 5 | GLM-4.6V | 70.9 | #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-land-cover-classification · How It Works · Data refreshed daily, snapshot 2026-10-11.