# Putting NeRF on a Diet: Semantically Consistent Few-Shot View Synthesis Implementation

<img width="586" alt="스크린샷 2021-07-04 오후 4 11 51" src="https://user-images.githubusercontent.com/77657524/124376591-b312b780-dce2-11eb-80ad-9129d6f5eedb.png">

the Pytorch, JAX/Flax based code imlementation of this paper : https://arxiv.org/abs/2104.00677
The model gives the 3D neural scene representation (NeRF: Neural Radiances Field) estimated from a few images. 
Which is based on extracting the semantic information using a pre-trained visual encoder such as CLIP, a Vision Transformer

Our Project is started in the HuggingFace X GoogleAI (JAX) Community Week Event.
https://discuss.huggingface.co/t/open-to-the-community-community-week-using-jax-flax-for-nlp-cv/7104

##  Hugging Face Hub Repo URL: 

We will also upload our project on the Hugging Face Hub Repository. 
[https://huggingface.co/flax-community/putting-nerf-on-a-diet/](https://huggingface.co/flax-community/putting-nerf-on-a-diet/)

## Demo
[https://huggingface.co/spaces/flax-community/DietNerf-Demo](https://huggingface.co/spaces/flax-community/DietNerf-Demo)

## Our Teams

| Teams            | Members                                                                                                                                                        |
|------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------|
| NeRF Team        | Leader : [JaeYoung Chung](https://github.com/robot0321), Members : [Stella Yang](https://github.com/codestella), [Alex Lau](https://github.com/riven314), [Haswanth Aekula](https://github.com/hassiahk), [Hyunkyu Kim](https://github.com/minus31)           |
| CLIP Team        | Leader : [Sunghyun Kim](https://github.com/MrBananaHuman), Members : [Seunghyun Lee](https://github.com/sseung0703), [Sasikanth Kotti](https://github.com/ksasi), [Khali Sifullah](https://github.com/khalidsaifullaah)                                 |
| Cloud TPU Team   | Leader : [Alex Lau](https://github.com/riven314), Members : [JaeYoung Chung](https://github.com/robot0321), [Sunghyun Kim](https://github.com/MrBananaHuman), [Aswin Pyakurel](https://github.com/masapasa)                                                     |
| Project Managing | [Stella Yang](https://github.com/codestella) To Watch Our Project Progress, Please Check [Our Project Notion](https://www.notion.so/Putting-NeRF-on-a-Diet-e0caecea0c2b40c3996c83205baf870d) |

## License
[Apache License 2.0](https://github.com/codestella/putting-nerf-on-a-diet/blob/main/LICENSE)