I would recommend to always keep some text for SEO on the page, and not a few words but a real paragraph.
Of course, images alt tags and image file names are considered as text by SE, but you'll have better results if you write natural language as it shows your keywords in context (and can always push a bit some keywords you were not aiming at).
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