Image generation
ZeST
ZeST — Zero-Shot Material Transfer from a Single Image
Popularity
★ 195
Last update
May 2026
License / pricing
Not stated
Category
Image generation
What it does
ZeST — Zero-Shot Material Transfer from a Single Image
Summary based on the project's own description. The Japanese page has a fuller beginner guide: setup difficulty, what to prepare, and a step-by-step start.
Screenshots & visuals
Before you start
- Setup difficultySome setup needed
- Command lineNot required
- API keyNot required
- Sends data onlineYes
Judged automatically from the project's own metadata. Always confirm on the official page.
ZeST FAQ
- Do I need to install anything or write code to use ZeST?
- No install needed — it runs in the browser.
- Does ZeST work on a phone?
- Yes, it works on a phone.
- Can I use ZeST commercially?
- The project does not state a clear licence, so commercial use cannot be confirmed here. Check the official page or ask the author before using it at work.
How it compares
The conditions that decide whether you can actually use it, side by side.
| Tool | Command line | API key | Sends data out | Phone | Commercial use |
|---|---|---|---|---|---|
| ZeST (this page) | Not needed | Not needed | Yes | Yes | With conditions |
| ImageToolbox | Not needed | Not needed | No | Yes | Yes |
| diffusers-image-outpaint | Not needed | Not needed | Yes | No | With conditions |
| Omni-Image-Editor | Not needed | Not needed | Yes | No | Yes |
"Sends data out" means your input is uploaded to someone's server. Pick "No" when the material cannot leave your organisation.
Other image generation tools
ImageToolbox
A full photo-editing toolkit that runs on an Android phone alone
diffusers-image-outpaint
Extend a photo beyond its edges to change the aspect ratio
Omni-Image-Editor
One page for background removal, upscaling and image generation
FLUX.1-Kontext-Dev
Edit a photo by describing the change in words — non-commercial only