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PUMA: Perception-driven Unified Foothold Prior for Mobility Augmented Quadruped Parkour

Description

Parkour tasks for quadrupeds have emerged as a promising benchmark for agile locomotion. While human athletes can effectively perceive environmental characteristics to select appropriate footholds for obstacle traversal, endowing legged robots with similar perceptual reasoning remains a significant challenge. Existing methods often rely on hierarchical controllers that follow pre-computed footholds, thereby constraining the robot's real-time adaptability and the exploratory potential of reinforc

Source

http://arxiv.org/abs/2601.15995v1