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We developed a unique robotic manipulation system that accurately singulates surgical instruments in a cluttered environment. A novel single-view computer vision algorithm identifies the next instrument to grip from a cluttered pile and a compliant electromagnetic gripper picks up the identified instrument. System is validated through extensive experiments.
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