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In SLAM a pair of shoes constitutes both an obstacle to be avoided as well as an unexpected landmark that might confuse your position estimation. I wouldn't call this an unsolved problem, even textbooks will give techniques to mitigate it, but it is a problem that roboticists need to be aware of.


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