Differentiable Composite Neural Signed Distance Fields for Robot Navigation in Dynamic Indoor Environments

S. Talha Bukhari, Daniel Lawson, Ahmed H. Qureshi

Neural Signed Distance Fields (SDFs) provide a differentiable environment representation to readily obtain collision checks and well-defined gradients for robot navigation tasks. H…