UAVBench - Region Classification (WebUAV-3M): leaderboard

Metric: Region-level classification accuracy (%) of a boxed object, zero-shot with the authors' task instructions (no fine-tuning on UAVIT-1M), on the UAVBench test unit built from the test split of WebUAV-3M, low-altitude drone imagery; higher is better. Source: arxiv.org. Saturation forecast: Around June 2027. 11 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Flash27.5#237
2Qwen 2.5 VL 7B Instruct12.57#643
3MiniCPM-V-2.67.55#825

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=uavbench-region-classification-webuav-3m · How It Works · Data refreshed daily, snapshot 2026-10-11.