FIBO - The world's first open-source native JSON-enabled text to image modeling

What is FIBO?

FIBO Yes Bria AI developed the world's first open source text generation image model with native JSON support. Based on the DiT (Diffusion Transformer) architecture with 8B parameters, it adopts the Flow Matching training method, uses SmolLM3-3B as the text encoder, and is trained on more than 100 million structured JSON descriptions.FIBO's core advantage lies in the VLM-guided JSON native cue word system, which can expand short textual cues into detailed structured descriptions to generate high-quality images. The core advantage of FIBO is its VLM-guided JSON native cue word system, which can expand short textual cues into detailed structured descriptions and generate high-quality images. Supporting iterative controlled generation, users can perform multiple rounds of refinement and inspired expansion based on existing JSON or images, and can individually tweak an attribute without destroying the overall scene.FIBO provides API interfaces, ComfyUI nodes, and native inference support for easy integration and use by developers.FIBO 100% uses licensed data to ensure enterprise-grade compliance.

FIBO's functional features

• Native JSON support: FIBO is the first text-generated image model with native support for JSON, capable of handling complex long text descriptions, expanding short textual cues into detailed structured JSON descriptions, and generating more accurate and higher quality images.
• Iterative controlled generationThe image generation can start from a short text prompt, and can be expanded with multiple rounds of refinement and inspiration based on existing JSON descriptions and images, allowing users to gradually adjust and refine the generated image as needed.
• Feature decoupling control: Allows the user to individually adjust an attribute, such as camera angle, lighting, etc., without destroying the overall scene coordination, providing greater flexibility and control over image generation.
• Enterprise-level compliance: The use of authorized data by FIBO 100% during the training process ensures data legitimacy and compliance for business use and reduces legal risks.
• Strong cue word consistency: It shows high alignment in reviews such as PRISM, and is able to better understand the user's textual cues, generating images that are highly aligned with the cues, improving the accuracy and reliability of the generated images.
• Production level integration: Provides API interfaces, ComfyUI nodes and local inference support to facilitate developers' integration and secondary development, and can meet the needs of different users in different scenarios.

FIBO's core strengths

• VLM-led JSON Native Prompt Word System: Access to arbitrary Visual Language Models (VLMs) to automatically expand short cues into 1000+ word structured descriptions that include elements such as light, camera, composition, depth of field, etc.
• Iterative controlled generation: Support for generating images from short prompts, or multiple rounds of refinement and inspirational extensions based on existing JSON and images.
• Feature decoupling control: A property (e.g. camera angle) can be adjusted individually without destroying the overall scene.
• Enterprise-level compliance:: 100% uses authorized data to ensure governance, repeatability and legal transparency.
• Strong cue word consistency: Demonstrates high alignment in reviews such as PRISM.
• Production level integration: Provides API interfaces (Bria Platform, Fal.ai, Replicate), ComfyUI nodes and local inference support.

What is the official website of FIBO

• GitHub repository:: https://github.com/Bria-AI/FIBO
• HuggingFace Model Library:: https://huggingface.co/briaai/FIBO
• Online Experience Demo:: https://huggingface.co/spaces/briaai/FIBO

Who FIBO is for

• creative worker: FIBO helps creative workers to quickly transform textual concepts into visual images to inspire and enhance creative efficiency.
• designer: You can use FIBO to generate high-quality images as design references to assist in your design work and save time in searching for materials.
• developers: The open-source FIBO provides rich interfaces and native inference support, making it easy for developers to integrate into their projects for secondary development and innovation.
• business userFor organizations with image generation needs, FIBO's enterprise-level compliance and authorized data usage enables them to meet their business applications with legal compliance.
• research worker: FIBO's open source nature and advanced technical architecture provide researchers with an experimental platform to study and explore the field of text-generated images.
• lover (of art, sports etc): Individual users interested in artificial intelligence and image generation can explore and experience text-generated images through FIBO.