Update README.md

README.md

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----
-license: apache-2.0
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+---
+tags:
+- text-to-image
+- stable-diffusion
+license: apache-2.0
+language:
+- en
+library_name: diffusers
+---
+
+# StyleShot Model Card
+
+
+<div align="center">
+
+[**Project Page**](https://styleshot.github.io) **|** [**Paper (ArXiv)**](https://arxiv.org/abs/2407.01414) **|** [**Code**](https://github.com/open-mmlab/StyleShot)
+</div>
+
+---
+
+
+## Introduction
+
+we present StyleShot, a generalized plug-to-play style transfer method, capable of generating the high-quality stylized images that match the desired style from any reference image without test-time style-tuning. To the best of our knowledge, To the best of our knowledge, StyleShot is the first work to designate a style-aware encoder based on Stable Diffusion and a content-fusion encoder for better style and content integration, achieving the state-of-the-art text and image-driven style transfer performance compared to existing methods.
+
+![arch](./framework.png)
+
+## Models
+
+### StyleShot for SD 1.5
+- [ip.bin](https://huggingface.co/h94/IP-Adapter/blob/main/models/ip-adapter_sd15.bin): weights for ip-adapter and our content-retention encoder.
+- [style_aware_encoder.bin](https://huggingface.co/h94/IP-Adapter/blob/main/models/ip-adapter_sd15_light.bin): weights for style-aware encoder.