An apparatus and method are provided for providing efficient space leaping using neighbor guided emptiness map in octree traversal for fast ray casting. The apparatus and method include providing a min-max octree structure, marching a ray through the min-max structure; and skipping empty nodes associated with the min-max structure along the direction of the ray based on a memory byte included in each node comprising an emptiness state of neighbor nodes and a current node.