Update README.md

README.md

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 By [Shanshan Zhong](https://github.com/zhongshsh) and [Zhongzhan Huang](https://dedekinds.github.io) and [Wushao Wen](https://scholar.google.com/citations?user=FSnLWy4AAAAJ) and [Jinghui Qin](https://github.com/QinJinghui) and [Liang Lin](https://scholar.google.com/citations?user=Nav8m8gAAAAJ&hl=en)
 
-This dataset is the implementation of "SUR-adapter: Enhancing Text-to-Image Pre-trained Diffusion Models with Large Language Models" [[paper]](https://arxiv.org/abs/2305.05189). Our paper has been accepted at the 31st ACM International Conference on Multimedia (ACM MM 2023, Oral).
+This dataset is the implementation of "SUR-adapter: Enhancing Text-to-Image Pre-trained Diffusion Models with Large Language Models" [[paper]](https://arxiv.org/abs/2305.05189)[[code]](https://github.com/Qrange-group/SUR-adapter). Our paper has been accepted at the 31st ACM International Conference on Multimedia (ACM MM 2023, Oral).
 
 
 ## 🌻 Introduction