ActiveFly-Bench: New Benchmark for Aerial Embodied Perception

Jul 14, 2026

Researchers have introduced ActiveFly-Bench, the first benchmark designed to connect cyberspace reasoning with physical-world interaction for UAV embodied perception. The benchmark breaks down active perception into three hierarchical tasks and provides datasets from both real and simulated environments. The team also presents the ActiveFly agent, which combines visual-language reasoning with fine-grained UAV control; experiments reveal that current models face challenges in behavior planning and viewpoint adjustment.

Why it matters: ActiveFly-Bench offers a standardized testbed for evaluating and advancing embodied aerial intelligence, which is essential for the development of practical autonomous drones.

Full story at: arXiv Robotics ↗