Flux 2 Lora Gallery

Flux 2 Lora Gallery is a specialized FLUX.2 LoRA workflow for apartment staging. It combines the selected adaptation with FLUX.2’s strong prompt understanding and photorealistic scene construction, concentrating the model on a repeatable production task instead of asking a general image endpoint to infer the workflow from a broad prompt.

Use this route when the input assets and final deliverable match apartment staging exactly. Explain the desired composition and presentation, then state the visual facts that must stay consistent—such as architecture, identity, geometry, branding, or material appearance. The specialization supplies task knowledge, while the brief controls the specific creative result.

Highlights

• Virtual room staging. Furnishes an empty or sparse interior while retaining the room’s architectural envelope.
• Perspective-matched furniture. Places furnishings with scale, orientation, and depth consistent with the source photograph.
• Lighting integration. Matches shadows, reflections, and color temperature so additions belong in the room.
• Architecture preservation. Keeps walls, windows, doors, and fixed surfaces stable through the staging transformation.

Pricing

When to Use

Prompt Guide

Write a complete visual brief: identify the subject and references, define composition and viewpoint, describe lighting, palette, materials, typography, and finish, then list exact preservation constraints. FLUX.2 Klein does not rely on prompt upsampling, so use clear descriptive sentences rather than sparse keywords.

{
  "prompt": "A photorealistic editorial composition with precise subject placement, controlled lighting, exact colors, and clean typography",
  "seed": 1,
  "images": [
    "https://example.com/reference.jpg"
  ],
  "lora_scale": 1
}

Technical Specs

Related Models

• bfl/flux-2-lora-gallery/face-to-full-portrait
• bfl/flux-2-lora-gallery/multiple-angles
• bfl/flux-2-lora-gallery/realism