Can you please elaborate on the data and parameter you need to study?

Generally, for the design of Experiments, you vary one parameter at a time and study the outcome from each algorithm.

Hi Muhammed,

if you want to compare measurements of the same parameter by different methods  Bland Altman Analysis might be useful to get a first idea.

Greetings, Sebastian

you can create a cost function that gathers all the signals under concern, so you can compare the differently used techniques.