You can download, share, or add images to your favorites directly from the feed, or when you expand the thumbnail to view an individual image.
From the feed:
From the expanded view:
You can see your downloaded/shared images and also view the images you save as favorites from the lefthand toolbar.
To remove an image from your favorite at any time, just deselect the "❤️" icon.