This theme supports the WordPress gallery, displaying it in a beautiful aligned manner.

Note: You can bring uniformity in height as well by uploading images of same size.  Also, to show the full image pop up box with navigation after you click on any image, install the jetpack plugin and activate the carousel module.

One Column

Two Column

Three Column

Four Column

Five Column

Six Column

Seven Column

Eight Column

Nine Column