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--- |
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tags: |
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- text-to-image |
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- lora |
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- diffusers |
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- '360' |
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- '360°' |
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- 360-degree |
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- 360-image |
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- equirectangular |
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- equirectangular-projection |
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- image-generation |
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- template:diffusion-lora |
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widget: |
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- output: |
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url: images/example_red_dress.png |
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text: >- |
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360 degree equirectangular view, photo, a young woman smiling at the viewer |
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as she wears a red dress and pink boots |
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- output: |
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url: images/example_bar.png |
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text: >- |
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360 degree equirectangular view, photo, a woman standing in bar, wearing a |
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white top and jeans, with running shoes |
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base_model: black-forest-labs/FLUX.1-dev |
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instance_prompt: null |
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language: |
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- en |
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--- |
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# Human 360 Diffusion LoRA for FLUX.1-dev |
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<Gallery /> |
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## Model description |
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This LoRA was trained with rank 64 on a diverse dataset of over 1000 images, for the purpose of creating 360 degree panorama images of humans. |
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The seam and polar distortion artifacts should be minimal, but some careful editing or in-painting may be required to make the image appear seamless. |
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## Usage |
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There is no trigger phrase, but as with all 360° Flux LoRAs, you should include some variation of '360 degree equirectangular view' in your prompt to improve output quality. |
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When rendering images, it's recommended that you choose a 2:1 aspect ratio, like 1024x512, 1536x768, or 2048x1024. Afterwards, you can use an upscaler of your choosing to make the resolution high enough for skyboxes, VR, and 2D/3D environments. |
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## Additional Tools |
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### HTML 360 Viewer |
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To make the viewing and sharing of 360 images & video easier, I built a web browser based HTML 360 viewer that runs locally on your device. |
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- You can try it out here on Github Pages: https://progamergov.github.io/html-360-viewer/ |
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- Github source code: https://github.com/ProGamerGov/html-360-viewer |
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- You can append `?url=` followed by a link to your image in order to automatically load it into the 360 viewer, making sharing your 360 creations extremely easy. |
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- Example: https://progamergov.github.io/html-360-viewer/?url=https://upload.wikimedia.org/wikipedia/commons/7/76/Dauderi.jpg |
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### Recommended ComfyUI Nodes |
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If you are a user of [ComfyUI](https://github.com/comfyanonymous/ComfyUI), then these sets of nodes can be useful for working with 360 images & videos. |
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- ComfyUI_preview360panorama |
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- For viewing 360 images & video inside of ComfyUI (may be slower than my web browser viewer). |
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- Link: https://github.com/ProGamerGov/ComfyUI_preview360panorama |
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- ComfyUI_pytorch360convert |
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- For editing 360s and for applying circular padding to models in order to improve output quality. |
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- Link: https://github.com/ProGamerGov/ComfyUI_pytorch360convert |
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For diffusers and other libraries, you can make use of the [pytorch360convert](https://github.com/ProGamerGov/pytorch360convert) library when working with 360 media. |
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## Limitations |
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The dataset had a limited number of poses, and is geared towards North American and European depictions of humans. |
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## Citation Information |
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BibTeX |
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``` |
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@software{Egan_Human_360_Diffusion_Dev_2025, |
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author = {Egan, Ben}, |
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license = {MIT}, |
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month = aug, |
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title = {{Human 360 Diffusion LoRA for FLUX.1-dev}}, |
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url = {https://huggingface.co/ProGamerGov/human-360-lora-flux-dev}, |
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year = {2025} |
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} |
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``` |
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APA |
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``` |
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Egan, B. (2025). Human 360 Diffusion LoRA for FLUX.1-dev [Computer software]. https://huggingface.co/ProGamerGov/human-360-lora-flux-dev |
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``` |
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Please refer to the [CITATION.cff](https://huggingface.co/ProGamerGov/human-360-lora-flux-dev/blob/main/CITATION.cff) for more information on how to cite this model. |
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## Download model |
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[Download](/ProGamerGov/human-360-lora-flux-dev/tree/main) them in the Files & versions tab. |