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Your costmap looks like the robot should not be in collision. It seems like the reason why it is colliding is likely to be one of two things.
A) Improper footprint parameter - Increasing the size of the footprint (to maybe include the wheels?) would increase the inflation of the wall obstacle.
B) Also miiiiiiiiiight be a localization problem.