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I believe you can directly estimate the covariance if you have a trajectory before and after a loop closure. You can think of the trajectory after the loop closure as ground truth and you will see how much it drifts on each pose on average from the uncorrected trajectory. That's where you can get the hint for how you calculate the uncertainty of your ...

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