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QianyiWu committed Oct 19, 2022
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![teaser](./media/teaser.gif)

This repository contains an implementation for the paper:
**Object-Compositional Neural Implicit Surfaces**.
[Qianyi Wu](https://qianyiwu.github.io/), [Xian Liu](https://alvinliu0.github.io/), [Yuedong Chen](https://donydchen.github.io/), [Kejie Li](https://likojack.github.io/kejieli/#/home), [Chuanxia Zheng](https://www.chuanxiaz.com/), [Jianfei Cai](https://jianfei-cai.github.io/), [Jianmin Zheng](https://personal.ntu.edu.sg/asjmzheng/).
The paper introduce **ObjectSDF**: a volume rendering framework for object-compositional implicit neural surfaces, allowing to learn high fidelity geometry of each object from a sparse set of input images and corresponding semantic segmentation map.
This repository contains the official implementation of the ECCV2022 paper:
**Object-Compositional Neural Implicit Surfaces**.
[Qianyi Wu](https://qianyiwu.github.io/), [Xian Liu](https://alvinliu0.github.io/), [Yuedong Chen](https://donydchen.github.io/), [Kejie Li](https://likojack.github.io/kejieli/#/home), [Chuanxia Zheng](https://www.chuanxiaz.com/), [Jianfei Cai](https://jianfei-cai.github.io/), [Jianmin Zheng](https://personal.ntu.edu.sg/asjmzheng/).
The paper introduces **ObjectSDF**: a volume rendering framework for object-compositional implicit neural surfaces, allowing to learn high fidelity geometry of each object from a sparse set of input images and the corresponding semantic segmentation maps.

## Setup

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* Neural implicit generative model, [Sem2NeRF](https://donydchen.github.io/sem2nerf/).

* Digital human animation, [SSPNeRF](https://alvinliu0.github.io/projects/SSP-NeRF).
* Digital speaking portrait animation, [SSPNeRF](https://alvinliu0.github.io/projects/SSP-NeRF).

## Acknowledgments

Our implementation was mainly inspired by [VolSDF](https://github.com/lioryariv/volsdf).
Our implementation was mainly inspired by [VolSDF](https://github.com/lioryariv/volsdf).

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