ScaleNav: Scalable Internet Video Pretraining for Language-Conditioned Local Navigation

What this work does

ScaleNav learns goal-directed visual dynamics from Internet egocentric videos and transfers them into robot navigation actions using simulated supervision. A shared model predicts future observations and motion chunks while retaining initial and recent visual context.