MOSS-Image

MOSS-Image

OpenMOSS
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+

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About

MOSS-Image is an open-weight text-to-image model family for generating images from natural-language prompts and structured layout instructions. Its Base and fine-tuned SFT checkpoints share an inference interface and support prompts of up to 4,096 tokens. Users can describe a scene in text or provide JSON layout data to guide where objects and rendered text appear in the composition. The project includes Python and Gradio workflows, a Diffusers pipeline, model weights, and guidance for local deployment and fine-tuning. It can be used to create illustrations, photorealistic images, posters, and other designed compositions, including images containing specified text. Developers can also use supported image-generation runtimes and a hosted API option. The software is aimed at developers, researchers, and creative practitioners who want to generate or adapt images with layout control.

About

P-Image-Ideogram is a family of Pareto-optimal text-to-image models built by Ideogram with Pruna AI to deliver a strong balance of image quality, generation speed, and efficiency. Designed for high-volume production and rapid iteration, it produces 1K images in seconds while maintaining quality near leading image models. Four Quality levels let users match compute to the brief rather than follow a simple worse-to-better ladder. Medium serves as the everyday default, High is suited to dense typography, complex prompts, and fine details, and Very Low or Low support drafts, testing, and broad A/B exploration. Developers can access the model through a synchronous API endpoint and submit either a natural-language prompt or a structured Ideogram 4.0 JSON prompt, which the server detects automatically. Optional prompt upsampling can expand instructions through Magic Prompt, while a fixed seed supports reproducible results.

Platforms Supported

Windows Not Supported
Mac Supported
Linux Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers, researchers, and creative practitioners who want to generate images from text or structured layouts, run the model locally, or fine-tune it for custom tasks.

Audience

Creators and developers requiring fast, cost-efficient text-to-image generation for high-volume visual production and rapid iteration

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Not Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

OpenMOSS
China
openmoss.ai/MOSS-Image/

Company Information

Ideogram
Founded: 2022
Canada
ideogram.ai/tools/p-image-ideogram

Alternatives

FLUX 3

FLUX 3

Black Forest Labs

Alternatives

MiniMax H3

MiniMax H3

MiniMax
Ideogram 4.5

Ideogram 4.5

Ideogram
Ideogram 4.0

Ideogram 4.0

Ideogram
Seedream 4.5

Seedream 4.5

ByteDance

Categories

AI Image Models Supported

Categories

AI Image Models Supported

Integrations

ComfyUI Supported
JSON Not Supported
Model Context Protocol (MCP) Not Supported

Integrations

ComfyUI Not Supported
JSON Supported
Model Context Protocol (MCP) Supported
Claim MOSS-Image and update features and information
Claim MOSS-Image and update features and information
Claim P-Image-Ideogram and update features and information
Claim P-Image-Ideogram and update features and information