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On-Orbit Servicing (OOS) missions are central to reducing space debris, and their success depends on accurate pose estimation of non-cooperative satellites. Existing state-of-the-art tracking frameworks, such as the Multi-Modal Model-based Tracker (M3T), rely on color histograms and therefore degrade significantly when constrained to grayscale input, which is the standard in space. This thesis inv
