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CVPR
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‎README.md

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# Fine-Grained Subject-Specific Attribute Expression Control in T2I Models
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# Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions
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[![Project Page](https://img.shields.io/badge/Project-Page-blue)](https://compvis.github.io/attribute-control/)
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[![Paper](https://img.shields.io/badge/arXiv-PDF-b31b1b)](https://arxiv.org/abs/2403.17064)
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[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/CompVis/attribute-control/blob/main/notebooks/inference_sdxl_colab.ipynb)
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[![Replicate Demo](https://img.shields.io/badge/Replicate-Demo%20&%20API%20by%20camenduru-blue)](https://replicate.com/camenduru/attribute-control)
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This repository contains an implementation of the paper "Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions".
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[Stefan Andreas Baumann](https://stefan-baumann.eu/), [Felix Krause](https://www.linkedin.com/in/felixmkrause/), [Michael Neumayr](https://www.linkedin.com/in/michaelneumayr/), [Nick Stracke](https://de.linkedin.com/in/nick-stracke), [Melvin Sevi](https://melvinsevi.github.io/), [Vincent Tao Hu](https://taohu.me/), [Björn Ommer](https://ommer-lab.com/people/ommer/)\
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**CVPR 2025**
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[Stefan Andreas Baumann](https://stefan-baumann.eu/), [Felix Krause](https://www.linkedin.com/in/felixmkrause/), [Michael Neumayr](https://www.linkedin.com/in/michaelneumayr/), [Nick Stracke](https://de.linkedin.com/in/nick-stracke), [Vincent Tao Hu](https://taohu.me/), [Björn Ommer](https://ommer-lab.com/people/ommer/)
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This repository contains an implementation of the paper "Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions".
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We present a simple, straight-forward method for enabling fine-grained control over attribute expression in T2I (diffusion) models in a subject-specific manner.
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We identify meaningful directions in the tokenwise prompt embedding space that enable modulating single attributes for specific subjects without adapting the T2I model.
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If you use this codebase or otherwise found our work valuable, please cite our paper:
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```bibtex
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@misc{baumann2024attributecontrol,
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title={{C}ontinuous, {S}ubject-{S}pecific {A}ttribute {C}ontrol in {T}2{I} {M}odels by {I}dentifying {S}emantic {D}irections},
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author={Stefan Andreas Baumann and Felix Krause and Michael Neumayr and Nick Stracke and Vincent Tao Hu and Bj{\"o}rn Ommer},
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year={2024},
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eprint={2403.17064},
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archivePrefix={arXiv},
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primaryClass={cs.CV}
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@inproceedings{baumann2025attributecontrol,
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title={{C}ontinuous, {S}ubject-{S}pecific {A}ttribute {C}ontrol in {T}2{I} {M}odels by {I}dentifying {S}emantic {D}irections},
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author={Stefan Andreas Baumann and Felix Krause and Michael Neumayr and Nick Stracke and Melvin Sevi and Vincent Tao Hu and Bj{\"o}rn Ommer},
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booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
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year={2025}
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}
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```

‎docs/index.html

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<span class="author-block">
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<a href="https://de.linkedin.com/in/nick-stracke" target="_blank">Nick Stracke</a><sup>1</sup>,
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</span>
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<span class="author-block">
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<a href="https://melvinsevi.github.io/" target="_blank">Melvin Sevi</a>,
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</span>
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<span class="author-block">
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<a href="https://taohu.me/" target="_blank">Vincent Tao Hu</a><sup>1</sup>,
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</span>
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<span class="author-block">
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<a href="https://ommer-lab.com/people/ommer/" target="_blank">Björn Ommer</a><sup>1</sup>
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</span>
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</div>
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<div class="is-size-5 publication-authors">
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<!-- <span class="author-block">Institution Name<br>Conferance name and year</span> -->
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<span class="author-block"><br>CompVis @ LMU Munich, MCML<sup>1</sup></span>,
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<span class="author-block">CompVis @ LMU Munich, MCML<sup>1</sup></span>,
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<span class="author-block">TU Munich<sup>2</sup></span>
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</div>
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<div class="is-size-5 publication-venue">
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<span>CVPR 2025</span>
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</div>
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<div class="column has-text-centered">
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<div class="publication-links">
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<section class="section" id="BibTeX">
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<div class="container is-max-desktop content">
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<h2 class="title">BibTeX</h2>
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<pre><code>
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@misc{baumann2024attributecontrol,
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title={{C}ontinuous, {S}ubject-{S}pecific {A}ttribute {C}ontrol in {T}2{I} {M}odels by {I}dentifying {S}emantic {D}irections},
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author={Stefan Andreas Baumann and Felix Krause and Michael Neumayr and Nick Stracke and Vincent Tao Hu and Bj{\"o}rn Ommer},
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year={2024},
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eprint={2403.17064},
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archivePrefix={arXiv},
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primaryClass={cs.CV}
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}
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</code></pre>
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<pre><code>@inproceedings{baumann2025attributecontrol,
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title={{C}ontinuous, {S}ubject-{S}pecific {A}ttribute {C}ontrol in {T}2{I} {M}odels by {I}dentifying {S}emantic {D}irections},
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author={Stefan Andreas Baumann and Felix Krause and Michael Neumayr and Nick Stracke and Melvin Sevi and Vincent Tao Hu and Bj{\"o}rn Ommer},
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booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
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year={2025}
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}</code></pre>
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</div>
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</section>
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<!--End BibTex citation -->

‎docs/static/css/index.css

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.publication-venue {
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/* width: fit-content; */
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}
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