How to compare different Algorithms?

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Hello,

I have implemented different slam algorithms in ROS in real time. Now, I want to compare those (Their performance).

What metrics should i use?

• I have seen paper with tables including computational expense, error estimation etc etc.
• How should i found those? What tools/commands/parameters to use to find those (given map is already created??)

Thanks,