That website is loading a video at the top of the page.
To answer your question, yes you can upload videos and animated images (GIFs). If you want Strapi to return large images that can be used to stretch across a full page, simply set your media breakpoint to a large value like 1920 pixels.
See Upload | Strapi Documentation for more details.