flux2-klein-perfume-photo-finisher-v1 (Experimental)

An experimental finishing pass for FLUX.2-klein-base-9B. It takes a perfume photo or edit that already looks almost right and makes it look photographed — restoring contrast, specular highlights, glass and metallic sheen, and reflections — with the background left alone.

What this is for

This is a workflow tool, not a compositing engine. It takes a photograph or an edited image that already looks almost right and makes it look photographic — the step you reach for when a bottle reads dull, flat or plasticky and you want it to look like it was properly lit.

Where it fits:

• Reviving flat perfume photography — overcast window, over-diffused softbox, phone shots
• Polishing an edit that already has the bottle placed correctly
• The realism pass inside a larger retouching pipeline

What it is not: a full composition tool. It improves the bottle already in the frame; it does not build a scene around a cutout or place objects for you. Full composition and harmonization is what we're working on next.

Results

Seven held-out test images the model never saw. Each row is input, LoRA output, and the real photograph for reference.

Prompt

Use this string verbatim:

Relight the perfume bottle with realistic lighting, shadows, and reflections
for a photorealistic product photograph.