GeoHeight-Bench+ - Height Ranking: leaderboard
Metric: Text accuracy (%) on the Height Ranking task (the model gives a ranking of buildings by height), 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 | 10.03 | #237 |
| 2 | GPT-4o | 5.74 | #333 |
| 3 | InternVL2-8B | 5.74 | #826 |
| 4 | Pixtral-12B | 5.29 | #795 |
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-height-ranking · How It Works · Data refreshed daily, snapshot 2026-10-11.