# NeuS-HSR This is the official repo for the implementation of "[Looking Through the Glass: Neural Surface Reconstruction Against High Specular Reflections](https://openaccess.thecvf.com/content/CVPR2023/html/Qiu_Looking_Through_the_Glass_Neural_Surface_Reconstruction_Against_High_Specular_CVPR_2023_paper.html)" paper (CVPR 2023). [Arxiv](https://arxiv.org/abs/2304.08706) [Video](https://www.youtube.com/watch?v=lwHd-GJAmMA) ## Synthetic Dataset [Google Drive](https://drive.google.com/file/d/11tdooelweg4qzsYN1VzX8zw0-CXO4t9L/view?usp=share_link) only contains RGB images, camera parameters are from [DTU Dataset](https://roboimagedata.compute.dtu.dk/?page_id=36). ## Real-world Dataset [Google Drive](https://drive.google.com/file/d/1ULYdffLJIRVLWAeaRGqhALS1FbiOpf77/view?usp=share_link) ## Comparison ![](./gifs/buddha.gif) ![](./gifs/plate.gif) ![](./gifs/bronze.gif) ## Novel View Synthesis ![](./gifs/novel.gif) ## Mirror case ![](./gifs/mirror.gif) ## Acknowlegement Our code is built on [NeuS](https://github.com/Totoro97/NeuS) project. Our real-world dataset is constructed by following [NeRF++](https://github.com/Kai-46/nerfplusplus) project. Thanks for these great projects! ## Citation If you use our code or method in your work, please cite the following: ``` @InProceedings{Qiu_2023_CVPR, author = {Qiu, Jiaxiong and Jiang, Peng-Tao and Zhu, Yifan and Yin, Ze-Xin and Cheng, Ming-Ming and Ren, Bo}, title = {Looking Through the Glass: Neural Surface Reconstruction Against High Specular Reflections}, booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023} } ```