An approach for autonomous space object identification based on normalized AMI and illumination invariant MSA

► Space objects are described using normalized AMI and illumination invariant MSA. ► Multi-view databases of space objects are constructed to handle viewpoint changes. ► KNN classifier identifies space objects, and K-means clustering boosts the speed. ► The method is effective when space object scale, phase angle and viewpoint change.