AeroGround - View Localization: leaderboard

Metric: Accuracy (%; Spatial Understanding: locate the ground-view capture position in the aerial view; aerial-ground collaborative questions from paired simulated UAV and ground views, exact-match scoring of the parsed option or mapping, invalid output scored wrong; one deterministic run). Source: arxiv.org. Saturation forecast: Around April 2028. 16 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)48.7
2Seed 2.0 Pro45.3
3GPT-5.438
4Qwen 3 VL 32B Instruct38
5Qwen 3 VL 32B (Thinking)34.7
6Kimi K2.534
7Qwen 3 VL 8B Instruct24
8Qwen 3 VL 8B (Thinking)16.7

Interactive version: theaggregate.ai/benchmark?slug=aeroground-view-localization · How It Works · Data refreshed daily, snapshot 2026-09-26.