Update README.md

README.md

@@ -31,10 +31,13 @@ license: cc-by-nc-sa-4.0
 
 
 ## Updates
+- **`2024/7/24`**: Our [**Paper on ArXiv**](http://arxiv.org/abs/2407.15886) is available now 🥳!
 - **`2024/7/22`**: Our [**App Code**](https://github.com/Zheng-Chong/CatVTON/blob/main/app.py) is released, deploy and enjoy CatVTON on your own mechine 🎉!
 - **`2024/7/21`**: Our [**Inference Code**](https://github.com/Zheng-Chong/CatVTON/blob/main/inference.py) and [**Weights** 🤗](https://huggingface.co/zhengchong/CatVTON) are released.
 - **`2024/7/11`**: Our [**Online Demo**](http://120.76.142.206:8888) is released 😁.
 
+## Installation
+An [Installation Guide](https://github.com/Zheng-Chong/CatVTON/INSTALL.md) is provided to help build the conda environment for CatVTON. When deploying the app, you will need Detectron2 & DensePose, but these are not required for inference on datasets. Install the packages according to your needs.
 
 ## Deployment (Gradio App)
 To deploy the Gradio App for CatVTON on your own mechine, just run the following command, and checkpoints will be automaticly download from HuggingFace.
@@ -97,9 +100,22 @@ CUDA_VISIBLE_DEVICES=0 python inference.py \
 
 
 ## Acknowledgement
-Our code is modified based on [Diffusers](https://github.com/huggingface/diffusers). We use [SCHP](https://github.com/GoGoDuck912/Self-Correction-Human-Parsing/tree/master) and [DensePose](https://github.com/facebookresearch/DensePose) to automaticly generate mask in our [Gradio](https://github.com/gradio-app/gradio) App. Thanks to all the contributors!
-<!-- ## Citation
-
+Our code is modified based on [Diffusers](https://github.com/huggingface/diffusers).  
+We adopt [Stable Diffusion v1.5 inpainting](https://huggingface.co/runwayml/stable-diffusion-inpainting) as base model.  
+We use [SCHP](https://github.com/GoGoDuck912/Self-Correction-Human-Parsing/tree/master)  
+and [DensePose](https://github.com/facebookresearch/DensePose) to automatically generate masks in our 
+[Gradio](https://github.com/gradio-app/gradio) App.  
+Thanks to all the contributors!
+## Citation
 
 ```
-``` -->
+@misc{chong2024catvtonconcatenationneedvirtual,
+      title={CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Models}, 
+      author={Zheng Chong and Xiao Dong and Haoxiang Li and Shiyue Zhang and Wenqing Zhang and Xujie Zhang and Hanqing Zhao and Xiaodan Liang},
+      year={2024},
+      eprint={2407.15886},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2407.15886}, 
+}
+```