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1 |
| -# Fine-Grained Subject-Specific Attribute Expression Control in T2I Models |
| 1 | +# Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions |
2 | 2 |
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3 | 3 | [](https://compvis.github.io/attribute-control/)
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4 | 4 | [](https://arxiv.org/abs/2403.17064)
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5 | 5 | [](https://colab.research.google.com/github/CompVis/attribute-control/blob/main/notebooks/inference_sdxl_colab.ipynb)
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6 | 6 | [](https://replicate.com/camenduru/attribute-control)
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7 | 7 |
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8 |
| -This repository contains an implementation of the paper "Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions". |
| 8 | +[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/)\ |
| 9 | +**CVPR 2025** |
9 | 10 |
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10 |
| -[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/) |
| 11 | +This repository contains an implementation of the paper "Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions". |
11 | 12 |
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12 | 13 | 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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13 | 14 | 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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@@ -76,12 +77,10 @@ We also welcome external contributions! Additionally, if you build something coo
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76 | 77 | If you use this codebase or otherwise found our work valuable, please cite our paper:
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77 | 78 |
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78 | 79 | ```bibtex
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79 |
| -@misc{baumann2024attributecontrol, |
80 |
| - title={{C}ontinuous, {S}ubject-{S}pecific {A}ttribute {C}ontrol in {T}2{I} {M}odels by {I}dentifying {S}emantic {D}irections}, |
81 |
| - author={Stefan Andreas Baumann and Felix Krause and Michael Neumayr and Nick Stracke and Vincent Tao Hu and Bj{\"o}rn Ommer}, |
82 |
| - year={2024}, |
83 |
| - eprint={2403.17064}, |
84 |
| - archivePrefix={arXiv}, |
85 |
| - primaryClass={cs.CV} |
| 80 | +@inproceedings{baumann2025attributecontrol, |
| 81 | + title={{C}ontinuous, {S}ubject-{S}pecific {A}ttribute {C}ontrol in {T}2{I} {M}odels by {I}dentifying {S}emantic {D}irections}, |
| 82 | + 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}, |
| 83 | + booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, |
| 84 | + year={2025} |
86 | 85 | }
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87 | 86 | ```
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