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What is ERNIE-Image?

ERNIE-Image is an innovative text-to-image generation model developed by Baidu, designed to create high-quality visuals with a strong emphasis on following user instructions and providing greater control. It employs a single-stream Diffusion Transformer (DiT) architecture, boasting around 8 billion parameters, which allows it to outperform many other open-weight image generation models while remaining efficient in its operations. The model includes a unique prompt enhancement feature that enriches simple user inputs into more detailed and sophisticated descriptions, significantly improving the overall quality and consistency of the images produced. Its strength lies in its ability to follow complex instructions meticulously, which allows for the accurate representation of text within images, the organization of structured layouts, and the crafting of compositions with multiple elements, making it particularly suitable for projects like posters, comics, and multi-panel designs. In addition, ERNIE-Image supports multilingual prompts in languages such as English, Chinese, and Japanese, broadening its accessibility and applicability across various cultural contexts. This adaptability enables users to explore a wider array of creative possibilities, allowing them to visually articulate their concepts in an assortment of environments. As a result, the model not only serves individual creators but also has the potential to impact various industries by facilitating innovative visual storytelling.

What is Bonsai Image?

The Bonsai Image Ternary 4B MLX 2-bit is a specialized text-to-image diffusion transformer optimized for Apple Silicon, prioritizing high-quality output in its Bonsai Image iteration. By leveraging ternary weights of {−1, 0, +1} alongside FP16 group-wise scaling within its transformer architecture, which includes Q/K/V projections, output projections, and MLP weights, it achieves notable efficiency. This model successfully compresses the FLUX.2 Klein 4B transformer from a hefty 7.75 GB FP16 down to a mere 1.21 GB, resulting in an impressive 6.4× reduction in size while still preserving visual quality and prompt fidelity similar to the original version. The deployment package tailored for Apple Silicon weighs in at 3.88 GB, encompassing the MLX 2-bit diffusion transformer, a 4-bit Qwen3-4B text encoder, and an FP16 Flux2 VAE. Once the text encoder processes the prompt encoding, it is offloaded, ensuring that only the compact transformer and VAE are retained in memory throughout the denoising loop. Additionally, this model incorporates a 4-step FlowMatchEuler sampler with guidance set at 1.0 and a shift of 3.0, effectively eliminating the requirement for CFG and negative prompts, which simplifies the generation process and enhances the overall user experience. Overall, this development marks a noteworthy leap forward in the quest for efficient and high-quality image generation technology, making it accessible for a broader range of applications. Furthermore, the advancements made in this model illustrate the ongoing evolution in the field of machine learning and image synthesis.

Media

Media

Integrations Supported

Additional information not provided

Integrations Supported

Additional information not provided

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Baidu

Date Founded

2000

Company Location

China

Company Website

ernie.baidu.com/blog/posts/ernie-image/

Company Facts

Organization Name

PrismML

Date Founded

2026

Company Location

United States

Company Website

prismml.com

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