Please install any applicable thumbnailer addons (like the WebP thumbnailer) and the Thumbnail Generator addon Utilities Tool.
Then regenerate the thumbnails. This will take some time if you have a large collection of Media object. Thumbnails are normally generated as Media objects are added to nibble away the process. So regeneration at a single gulp is a manual process.