SpatialUAV - Direction Recognition: leaderboard

Direction recognition in real low-altitude UAV images from SpatialUAV (Zhang et al., 2026): with the drone facing 12 o'clock, the model gives the clock direction of a marked region relative to the drone. Exact-match accuracy in percent over 455 questions; higher is better.

Metric: Direction Recognition Accuracy (%; exact clock direction of a region relative to the drone). Source: arxiv.org. Saturation forecast: Around 2030. 18 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.6 27B60.4#339
2Qwen 3.6 35B A3B51.9#461
3Qwen 3.5 9B51#803
4GPT-5.450.6#121
5Claude Opus 4.739.1#75

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=spatialuav-direction-recognition · How It Works · Data refreshed daily, snapshot 2026-11-12.