# Model that can generate both text and image as output

**URL:** <https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209>\
**Category:** Research\
**Created:** [December 19, 2024, 6:29am UTC](https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209 "2024-12-19T06:29:40Z")\
**Posts on this page:** 6\
**Page:** 1

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**Author:** ![BibhutiPadhi](https://avatars.discourse-cdn.com/v4/letter/b/edb3f5/32.png) [@BibhutiPadhi](https://discuss.huggingface.co/u/BibhutiPadhi)\
**Post date:** [December 19, 2024, 6:29am UTC](https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209/1 "2024-12-19T06:29:41Z")

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Greetings.

Would it be possible to suggest models that can generate both text and images based on text only prompt.

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**Author:** ![Alanturner2](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/alanturner2/32/37542_2.png) [@Alanturner2](https://discuss.huggingface.co/u/Alanturner2)\
**Post date:** [December 19, 2024, 7:13am UTC](https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209/2 "2024-12-19T07:13:37Z")

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I think that your idea is part of the any-to-any model.  
And you can also generate text or images using two models that combined llm and diffusion model.  
But if we combine them that is any-to-any model. I know that there isn’t any model have this ability.  
It’s ongoing to develop.

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**Author:** ![BibhutiPadhi](https://avatars.discourse-cdn.com/v4/letter/b/edb3f5/32.png) [@BibhutiPadhi](https://discuss.huggingface.co/u/BibhutiPadhi)\
**Post date:** [December 19, 2024, 8:20am UTC](https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209/3 "2024-12-19T08:20:48Z")

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Thanks @Alanturner2 for the feedback.

So the only way I see now is to integrate the two models by passing the generated text to a diffusion model for which images are required.  
Then as a final step merge the text and images into a single output.

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**Author:** ![Alanturner2](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/alanturner2/32/37542_2.png) [@Alanturner2](https://discuss.huggingface.co/u/Alanturner2)\
**Post date:** [December 19, 2024, 8:42am UTC](https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209/4 "2024-12-19T08:42:43Z")

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Yeah that’s right.  
You can use LLM and diffusion as a base model .  
And than you can add encoder or decoder part for diffusion model.  
Than you can generate image and text at the same time.

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**Author:** ![godofprogrammer](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/godofprogrammer/32/36927_2.png) [@godofprogrammer](https://discuss.huggingface.co/u/godofprogrammer)\
**Post date:** [December 21, 2024, 11:02am UTC](https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209/5 "2024-12-21T11:02:40Z")

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> [@Alanturner2](#):
>
> e

it truly looks fascinating mate! I have not used anything like this before. Interesting

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**Author:** ![ValdeJunior](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/valdejunior/32/38351_2.png) [@ValdeJunior](https://discuss.huggingface.co/u/ValdeJunior)\
**Post date:** [December 31, 2024, 12:15am UTC](https://discuss.huggingface.co/t/model-that-can-generate-both-text-and-image-as-output/132209/6 "2024-12-31T00:15:42Z")

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There are many models that accept your condition.

1.OpenAI GPT 4  
this is perhaps the most advanced option for multimodal capabilities.  
2.Google DeepMind’s Gemini  
3. Midjourney and stable diffusion  
4. CLIP and Artbreeder