Photo Caption
After a caption is added to a photo, it is not displayed on the photo.
iMac 27″ 5K, macOS 11.3
Correct - captions are not one of the pieces of metadata that can be displayed on the photo. You need the info pane open to see the caption. You can add a title, and that will replace the filename beneath the image.