Humans Love Images attached or extends to the text immediately below them. If you have caption or any content at all immediately below an image, it will almost certainly be read.
This is something print designers have known for decades, but has somehow been neglected to a large extent online. We know of very few landing pages with captions or specific marketing copy positioned under images. Captions are definitely worth adding