Quick Prototype for Realistic Wall Replacement, Computer Vision

We’re a small AI/design agency in France team looking for someone to help us build a system that can place real wall products into room photos. We need someone who can fill missing part of our team and go beyond implementation: open minded, understand the visual problem, ask the right questions, challenge assumptions and help us choose the simplest reliable approach. The system will receive: A room photo A wall texture or product image The product’s real measurements It should apply the material only to the selected wall while keeping the furniture, windows, doors and the rest of the room unchanged. The result should: Follow the wall’s perspective Respect the product’s real scale Support different directions and layouts Keep objects in front of the wall with textures Preserve the room’s lighting and shadows Work with wallpaper, panels, tiles and continuous finishes We’re open to computer vision, 3D or hybrid approaches. We’ve already tested prompt-based image-editing tools, so we’re not looking for a basic AI wrapper or manually edited examples. We’ll provide the same room photo, texture, measurements and expected result to each selected candidate. When applying, please share: How you would approach it Any similar work or examples What you need from us The approach and final result matter more to us than the specific tools you use. If it works well, we’d be happy to continue on a larger project. This is first step of big step.