A Robust State Estimator for Legged Robots using Visual-Inertial-Leg Kinematics in the Wild

We propose a visual-inertial-leg kinematics state estimator that augments VINS-Fusion with a preintegrated foot velocity factor to reduce drift under slip-prone outdoor conditions without relying on non-slip assumptions.