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--- |
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library_name: diffusers |
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tags: |
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- stable diffusion |
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- lora |
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- loradapter |
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- adapter |
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- conditioning |
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--- |
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# Conditional LoRAdapter for Efficient 0-Shot Control & Altering of T2I Models |
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[![Project Page](https://img.shields.io/badge/Project-Page-blue)](https://compvis.github.io/LoRAdapter/)[![Paper](https://img.shields.io/badge/arXiv-PDF-b31b1b)](https://arxiv.org/abs/2405.07913) |
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This repository contains the weights for the paper "CTRLorALTer: Conditional LoRAdapter for Efficient 0-Shot Control & Altering of T2I Models". |
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[Nick Stracke](https://twitter.com/nickstracke_), [Stefan Andreas Baumann](https://stefan-baumann.eu/), [Joshua Susskind](https://twitter.com/jsusskin), [Miguel Angel Bautista](https://twitter.com/itsbautistam), [Björn Ommer](https://ommer-lab.com/people/ommer/) |
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We present LoRAdapter, an approach that unifies both style and structure conditioning under the same formulation using a novel conditional LoRA block that enables zero-shot control. |
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LoRAdapter is an efficient, powerful, and architecture-agnostic approach to condition text-to-image diffusion models, which enables fine-grained control conditioning during generation and outperforms recent state-of-the-art approaches. |
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## 🎓 Citation |
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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{stracke2024loradapter, |
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title={CTRLorALTer: Conditional LoRAdapter for Efficient 0-Shot Control & Altering of T2I Models}, |
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author={Nick Stracke and Stefan Andreas Baumann and Joshua Susskind and Miguel Angel Bautista and Björn Ommer}, |
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year={2024}, |
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eprint={2405.07913}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CV} |
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} |
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``` |