GeoHeight-Bench+ - Pixel Information: leaderboard
Metric: Text accuracy (%) on the Pixel Information task (the model gives the land-cover category, height and spatial scale at a given location), on GeoHeight-Bench+ (absolute terrain elevation and slope from DEM and DTM products; GeoNRW tiles); zero-shot on RGB imagery only; Qwen2.5-1.5B extracts template answers, which count when continuous values fall within 20 percent relative error, and Qwen2.5-7B judges open-ended answers for semantic and factual consistency; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Flash | 5.41 | #237 |
| 2 | Pixtral-12B | 2.96 | #795 |
| 3 | InternVL2-8B | 1.8 | #826 |
| 4 | GPT-4o | 0.68 | #333 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=geoheight-bench-plus-pixel-information · How It Works · Data refreshed daily, snapshot 2026-10-11.