In WordPress Dashboard go to Appearance submenu and click on Customize.
After clicking on customize you will in theme Customizer.
Here you have to click on Page Template than Gallery Page
In Setting Here you can manage Hide/Show Gallery & Button.
Go to Customize -> Page Template ->Gallery Page -> Setting
You have to use Gallery Image Size 520Px X 480Px