Hello Jun,
Instead of changing with the help of CSS, better you just change your image from Header Image. That image will appear on the inner pages. But if you need the separate image on every pages, you need to customize the theme. Not by just adding the css will work for you. Need to make a field for the image and need to call on that page.
Please try once by editing the page.php file.
Regards