João Carlos Virgolino Soares

Visual geometry alone misjudges rough planetary surfaces—fusing real-time proprioceptive contact dynamics into multi-layer maps enables quadruped scouts to systematically discover significantly lower-energy navigation paths.

The Iterated Invariant EKF achieves superior estimation accuracy and consistency in 3D localization, outperforming traditional methods that struggle with unobservable directions.