The header is a site-wide feature and cannot be selectively displayed just through the included options and functionality. You could hide it on the non-home pages with some custom CSS, though:
body:not(.home) #masthead #header-image-main-inside {
height: 0;
}
Keep in mind that the header image also holds the header titles and header widget area and will vanish with it.