SOLO: Stable Omni-terrain Long-Horizon Perceptive Humanoid Locomotion
SOLO combines a Query Reconstructor with Trajectory-Aware MSE Distillation, enabling a continuous 1.5-km outdoor humanoid traversal using only a single chest-mounted depth camera and proprioception, with 97.5% mean traversal success on stress-test terrains.