Open-Source · Apache 2.0

ERNIE Image: Open-Weight Model for Text-Accurate Image Generation

ERNIE Image is Baidu’s open-weight text-to-image model built on an 8B Diffusion Transformer. Engineered for precise text rendering, structured layouts, and complex multi-object prompts.

Architecture
8.0B Parameters
Prompt Accuracy
0.8856 GENEval
Text Fidelity
0.9733 LTBench
24GB VRAM Required
Consumer Ready

Deep Dive

What Is ERNIE Image?

ERNIE Image is an open-source text-to-image AI model developed by Baidu, built on an 8B-parameter Diffusion Transformer (DiT). It is designed to generate images with accurate in-image text, structured layouts, and complex multi-object compositions.

Compared to most open-weight models, ERNIE Image performs better on text-heavy and layout-sensitive tasks. It includes a built-in Prompt Enhancer that expands short inputs into richer, structured prompts, improving output quality without manual prompt engineering.

The model runs on a single consumer GPU with 24GB VRAM, making it suitable for local deployment. Released under Apache 2.0, it can be freely used, modified, and deployed commercially without API limits.

  • Apache 2.0 License
  • 8B DiT Backbone
ERNIE Image — 8B DiT text-to-image model architecture illustration with dark interface and local deployment overlay
Local Deployment
Consumer GPU Ready

Core Capabilities

What ERNIE Image Does Better Than Most Models

Six real capabilities that matter in production — not just model specs.

  • Generate Clean, Readable Text Inside Images

    Produces sharp, readable text in posters, infographics, and UI-style images. Most diffusion models struggle with structured text, but ERNIE Image maintains clarity even in dense layouts. LongTextBench: 0.9733.

  • Create Structured Layouts Like Posters and Comics

    Builds consistent layouts across multi-panel designs, storyboards, and posters. Unlike typical models that focus only on visuals, ERNIE Image keeps layout logic intact. GENEval: 0.8856.

  • Handle Complex Prompts Without Losing Detail

    Accurately follows prompts with multiple objects, spatial relationships, and detailed instructions. Instead of collapsing complexity, it preserves structure across the entire scene.

  • Support Both Realistic and Stylized Image Generation

    Generates both photorealistic images and stylized visuals without switching modes. You can move from product shots to creative artwork in the same workflow.

  • Run Locally on a Single Consumer GPU

    Runs on a single 24GB GPU like RTX 3090 or 4090. No API, no cloud cost, and full control over your data and generation pipeline.

  • Improve Results Automatically with Prompt Enhancer

    Expands short prompts into structured descriptions before generation. This reduces prompt engineering effort and improves output consistency.

Gallery

ERNIE Image Output Examples — Text, Layout, and Complex Prompts

Real outputs that show where ERNIE Image performs best — especially in tasks most models struggle with.

  • ERNIE Image example: Underwater Maze — pencil sketch of a pufferfish in a circular underwater maze with seaweed and bubbles
    Creative Illustration

    Underwater Maze

    A detailed pencil sketch of a pufferfish swimming inside a circular maze on the ocean floor, surrounded by seaweed, rocks, and bubbles.
  • ERNIE Image example: Fashion Statement — stylized portrait with spiral suit, heart sunglasses, and solid blue backdrop
    Stylized Portrait

    Fashion Statement

    Confident model wearing a bold blue and pink spiral-patterned suit with yellow shirt, heart-shaped yellow sunglasses, and pink earrings against a solid blue background.
  • ERNIE Image example: Power Berry Smoothie — berry smoothie product shot with splash, berries, and cinematic lighting
    Product Visualization

    Power Berry Smoothie

    Vibrant berry smoothie in a glass jar with dramatic splash of purple liquid, flying raspberries, blueberries and blackberries, cinematic lighting with a smartphone in the background.
  • ERNIE Image example: Brand Product Store — minimalist storefront shaped like a giant product can at city dusk
    Architectural Concept

    Brand Product Store

    A modern minimalist storefront shaped like a giant product can labeled 'BRAND PRODUCT', warm interior lighting, people walking outside on a city street at dusk.
  • ERNIE Image example: Wildlife Observation Sign — watercolor forest sign with blue jay and legible wildlife observe text
    Nature Illustration

    Wildlife Observation Sign

    Hand-painted watercolor sign on rustic paper in a forest, featuring a blue jay and flowers with text 'Native Wildlife: Please Observe from a Distance'.
  • ERNIE Image example: The Smash Burger — technical blueprint of a gourmet smash burger with labels on dark background
    Technical Blueprint

    The Smash Burger

    Highly detailed technical blueprint of a gourmet smash burger with precise measurements, ingredient labels, and engineering specifications on a dark background.

Variants

ERNIE Image SFT vs Turbo — Which Version Should You Use?

Understand the key differences in quality, speed, and use cases — and choose the right version for your workflow.

  • 50-Step Generation

    ERNIE Image SFT — Full Quality

    The SFT model is the standard release — 50 denoising steps, full instruction fidelity, and the strongest benchmark scores. Use it for final renders where text accuracy and quality are non-negotiable.

    GENEval 0.8856, LTBench 0.9733

  • Fast Iteration

    ERNIE Image Turbo — 8-Step Drafts

    ERNIE-Image-Turbo is a distilled variant trained with DMD. It cuts generation down to 8 steps — fast enough to preview 20+ compositions before committing to a final render.

    Optimized for speed and exploration

CapabilitySFT (Main)Turbo
Steps508
SpeedSlower~6× faster
Best forFinal rendersDrafts, iteration
GENEval0.8856Lower
LongTextBench0.9733Lower
Available onHuggingFaceHuggingFace

FAQ

ERNIE Image — Frequently Asked Questions

Quick answers to the most common questions about ERNIE Image.

Is ERNIE Image free?

Yes. ERNIE Image is free under the Apache 2.0 license.

You can download, use, modify, and deploy the model commercially without paying for API access or usage. There are no usage limits when running it locally.

How does ERNIE Image compare to FLUX.1 or Midjourney?

ERNIE Image performs better at text rendering and structured layouts.

It outperforms most open-weight models in text-heavy tasks, while Midjourney focuses more on stylized visuals. ERNIE Image is better for posters, UI layouts, and readable text generation.

Can I use ERNIE Image outputs commercially?

Yes. ERNIE Image supports commercial use under Apache 2.0.

You can use outputs for ads, products, and resale without additional licensing. Both the model and generated images are commercially usable.

What GPU do I need to run ERNIE Image locally?

ERNIE Image requires a 24GB GPU for the full model.

RTX 3090, RTX 4090, and A10G are commonly used. The Turbo version runs faster and may require less memory depending on your setup.

Does ERNIE Image work with ComfyUI?

Yes. ERNIE Image works with ComfyUI out of the box.

You can load the safetensors checkpoint and use the official workflow template. It integrates with standard ComfyUI pipelines.

What languages can I use for prompts?

ERNIE Image supports English, Chinese, and Japanese prompts.

It can render bilingual text within a single image while maintaining readability. Performance is consistent across languages in benchmark tests.

How do I use ERNIE Image?

Download model weights from Hugging Face, clone the official GitHub repository for setup and inference scripts, then run locally—or use the online demo in your browser when available.