Autonomous Collar Finding is a method within autonomous drilling systems that enables the automated identification and alignment with drill pipe connections at the rig floor without human intervention, distinguished by its use of sensor feedback and control algorithms to achieve precise localization and engagement of tubulars during make-up and break-out operations.