Lingjie Zhang

SaferPath: Hierarchical Visual Navigation with Learned Guidance and Safety-Constrained Control

Visual navigation is a core capability for mobile robots, yet end-to-end learning-based methods often struggle with generalization and safety in unseen, cluttered, or narrow environments. These limitations are especially pronounced in dense indoor settings, where collisions are likely and end-to-end…