How to manage catalog display of images for Commerce 2 product variation
In future anyone need the answer, The image fields's format to be set to 'Image delta'. If image delta value set to 0 then the first image will be displayed and if it is set to 1 then the second image is displayed and so on.

Delta appears for the fields that has multiple values and delta refers to the order by which it appears.