What a “photo to 3D print” conversion can and cannot produce
There are three different things people mean by printing a photo, and they need different files. A color relief — what this converter builds — is a mostly flat plate where each tonal region becomes a solid layer at a slightly different height. It looks like a printed poster with real physical depth, and it prints on any FDM machine without a backlight.
A lithophane is the translucent alternative: the image is encoded in material thickness and only appears when light passes through it. A true 3D reconstruction is a sculpted bust or object rebuilt from many angles, which needs photogrammetry or a 3D modeling tool rather than a single image. This page is the relief workflow, which is the fastest route from one photo to a printable model.
That distinction matters when you choose a source image. Relief conversion preserves silhouette and large tonal shapes; it does not invent geometry behind the subject. A face photographed straight-on converts far better than a profile shot with a complex background.