A framework with IMU is proposed to aid object detections for moving camera.
It overcomes existing approaches that cannot detect contaminated image edges.
It overcomes deblurring algorithms that are not suitable for real‐time implementation.
Its topological structure is adapted continuously for changing indoor environment.
Results show it is a strong candidate for reliable real‐time navigation.