Introducing PATINA Image-to-Map on WaveSpeedAI

From One Image to a Complete PBR Material — for Pennies

If you have a surface photo and want a usable PBR material out of it, the cheapest path used to be manual authoring. PATINA Image-to-Map makes that step nearly free. We’re excited to announce that PATINA Image-to-Map is now live on WaveSpeedAI — a high-resolution image-to-PBR model priced to be used at scale.

What Is PATINA Image-to-Map?

PATINA Image-to-Map is a single-image-to-PBR material model. Feed it any surface image — photograph, render, concept paint, or scrap — and it outputs a seamless, high-resolution PBR map set:

Basecolor (albedo)
Normal map
Roughness map
Metalness map
Height / displacement

Outputs are tileable, high-resolution, and aligned across channels — ready to drop into Unreal, Unity, Blender, Godot, or any PBR-capable renderer.

Key Features

Single-Image Input No paired capture, no multi-exposure setup. One image in, a full PBR set out.

High-Resolution Output Large enough to hold up on hero surfaces — not a thumbnail or a quick preview.

Seamless Tiling Output maps tile cleanly even when the source image doesn’t. Useful for floors, walls, terrain, fabric.

Cross-Channel Consistency Basecolor, normal, roughness, metalness, and height are all derived from the same underlying representation — so your normal matches your height, and your roughness matches your basecolor.

Engine-Ready Channel Layout Outputs follow common game-engine conventions (Unreal / Unity / glTF-style). Minimal remapping to use.

Real-World Use Cases

Bulk Material Library Construction

Feed a folder of surface photos; get back a fully populated PBR library in minutes.

Concept-to-Asset Handoff

Concept artist delivers a surface paint → 3D team gets a tileable PBR material out the other side.

Arch-Viz and Product Viz

Match client-provided reference photos to production-quality materials without a Substance seat.

Indie Game and XR Development

Build large, varied worlds on a solo or small-team budget. At $0.06 per map set, covering a full level is affordable.

Fast Iteration on Surface Design

Try 20 material ideas from 20 photos in the time it used to take to author one.

Research, Education, Prototyping

Academic and teaching contexts where the goal is the final render — not the texturing craft — can now skip the authoring step entirely.

Getting Started on WaveSpeedAI

Upload a surface image.
Submit — production REST API, no cold starts.
Download the PBR map set — drop it into your engine of choice.

Full schema on the model page.

Pricing

Just $0.06 per map set — low enough to batch-process thousands of source images and build material libraries at scale.

Why Run PATINA Image-to-Map on WaveSpeedAI

One API, full 3D coverage. Combine with PATINA Material for text-to-PBR, PATINA Material Extract for prompt-guided extraction, and Tripo3D H3.1 for geometry.
No cold starts. Consistent throughput when processing batches.
Per-map-set pricing. Predictable unit cost even at library-build volumes.
Production-grade uptime. Fit for consumer tools and internal pipelines.

Pro Tips

Use flat, diffuse-lit source images when possible. Baked highlights and harsh shadows can leak into the basecolor.
Crop tight to the surface. If the source photo has extraneous content, crop it out first.
Batch-process. At this price, running a whole reference library in one go is the right move.
Pair height with tessellation. Height maps produce the best depth illusion on surfaces using parallax occlusion mapping or real tessellation.
Pick sharp references. Detail in the source image is what drives detail in the output normal and roughness channels.

Start Creating Today

PATINA Image-to-Map is the bulk-processing workhorse of the PATINA family — the cheapest, fastest way to turn reference photos into usable PBR materials.

Try PATINA Image-to-Map now on WaveSpeedAI and convert surface images into engine-ready PBR sets in one call.