Model reference · open weights

URSA-IBQ512

URSA-IBQ512 is an open-weight image model from BAAI, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.

Image BAAI 1 variants 8 downloads/mo
Request this model on EU hardware All served models Not on the shared API today — deployed on request.

About

What URSA-IBQ512 is

URSA-1.7B-IBQ512 Model Card Model Details - Developed by: BAAI - Model type: Text-to-Image Generation Model - Model size: 1.7B - Model precision: torch.float16 (FP16) - Model resolution: 512x512 - Model paper: Uniform Discrete Diffusion with Metric Path for Video Generation - Model family: BAAI-Vision-URSA - Model Tokenizer: Emu3.5-Vision-Tokenizer - Model Description: This is a model that can be used to generate and modify images based on text prompts. Examples Using the 🤗's Diffusers library to run URSA in a simple and efficient manner. Running the pipeline: Uses Direct Use The model is intended for research purposes only. Possible research areas and tasks include - Research on generative models. - Applications in educational or creative tools. - Generation of artworks and use in design and other artistic processes. - Probing and understanding the limitations and biases of generative models. - Safe deployment of models which have the potential to generate harmful content. Excluded uses are described below. Out-of-Scope Use The model was not trained to be factual or true representations of people or events, and therefore using the model to generate such content is out-of-scope for the abilities of this model. Misuse and Malicious Use Using the model to generate content that is cruel to individuals is a misuse of this model. This includes, but is not limited to: - Mis- and disinformation. - Representations of egregious violence and gore. - Impersonating individuals without their consent. - Sexual content without consent of the people who might see it. - Sharing of copyrighted or licensed material in violation of its terms of use. - Intentionally promoting or propagating discriminatory content or harmful stereotypes. - Sharing content that is an alteration of copyrighted or licensed material in violation of its terms of use. - Generating demeaning, dehumanizing, or otherwise harmful representations of people or their environments, cultures, religions, etc. Limitations and Bias Limitations - The autoencoding part of the model is lossy. - The model cannot render complex legible text. - The model does not achieve perfect photorealism. - The fingers, .etc in general

Summarised from the published model card. Read the full card on the HuggingFace links below.

Specifications

What it is

MakerBAAI
TypeImage models
Parameters (lead)2.3B
Variants1
Runs withdiffusers
Based onQwen/Qwen3-1.7B
Released2026-04-10
Popularity8 downloads / month
Likes4
LicenceOpen weights

How it works

How image models work

Text promptwhat to makeText encoderunderstands itDiffusion stepsdenoise to pixelsImagePNG / JPEGA diffusion model starts from noise and denoises it, guided by your prompt, into a finished image.

Variants

Sizes & precisions

Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.

VariantParamsPrecisionVRAMFits 16 GBWeights
URSA-1.7B-IBQ5122.3BBF16~5.2 GBWeights ↗

Using it via the API

Call it like any OpenAI endpoint

Once AxForge deploys ursa-ibq512 for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (ursa-ibq512 below is illustrative; you get the exact model name on deployment.)

$ curl -sS https://api.axforge.ai/v1/images/generations \
  -H "Authorization: Bearer $AXFORGE_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"ursa-ibq512","prompt":"a red bicycle","size":"1024x1024"}'

Details

Languages, data & research

Tags

diffusers safetensors text-to-image diffusers:URSAPipeline

Papers

Licence

Open weights

Open weights under apache-2.0 — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗

Sources

Weights & code

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