•This paper introduces the comparative performance of different objective functions (Kapur's & Otsu).
•Evolutionary algorithm based multilevel thresholding for a color satellite image has been presented.
•DE, WDO, PSO and CS algorithms are exploited with Kapur's and Otsu method.
•CS based Kapur's entropy was found to be more accurate for colored satellite image segmentation.