You can set different banner image for each page.
Just edit the page and set ‘Featured Image’ from right side section.
The default size for innerpage banner is 1400 x 300 pixel.
You can also set banner image for all pages
Go to Appearance -> Theme Options -> Homepage Slider -> Inner Page Banner
Please check the documentation to customize the theme