Test ICP on actual scan matching instance
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ethanuppal commented
You have been testing ICP on two point clouds that have been separated, which is not the actual use case. Construct a sin wave wall, segment it, and overlay. The ICP algorithm should successfully slide the two sin waves together. If it gets trapped in a local minimum already and does not move to align, there is a serious issue.