RT-MPINet / README.md
3ZadeSSG's picture
initial commit
ff00a24
<div align="center">
<a href="#"><img src='https://img.shields.io/badge/-Paper-00629B?style=flat&logo=ieee&logoColor=white' alt='arXiv'></a>
<a href='https://realistic3d-miun.github.io/Research/RT_MPINet/index.html'><img src='https://img.shields.io/badge/Project_Page-Website-green?logo=googlechrome&logoColor=white' alt='Project Page'></a>
<a href='https://huggingface.co/spaces/3ZadeSSG/RT-MPINet'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Demo_(RT_MPINet)-blue'></a>
</div>
# RT-MPINet
#### Real-Time View Synthesis with Multiplane Image Network using Multimodal Supervision (RT-MPINet)
We present a real-time multiplane image (MPI) network. Unlike existing MPI based approaches that often rely on a separate depth estimation network to guide the network for estimating MPI parameters, our method directly predicts these parameters from a single RGB image. To guide the network we present a multimodal training strategy utilizing joint supervision from view synthesis and depth estimation losses. More details can be found in the paper.
**Please head to the [Project Page](https://realistic3d-miun.github.io/Research/RT_MPINet/index.html) to see supplementary materials and Full Code**
## Acknowledgements
- We thank the authors of [AdaMPI](https://github.com/yxuhan/AdaMPI) for their implementation of the homography renderer which has been used in this codebase under `./utils` directory
- We tank the author of [Deepview renderer](https://github.com/Findeton/deepview) template, which was used in our project page.
## Citation
If you use our work please use following citation:
```
@inproceedings{gond2025rtmpi,
title={Real-Time View Synthesis with Multiplane Image Network using Multimodal Supervision},
author={Gond, Manu and Shamshirgarha, Mohammadreza and Zerman, Emin and Knorr, Sebastian and Sj{\"o}str{\"o}m, M{\aa}rten},
booktitle={2025 IEEE 27th International Workshop on Multimedia Signal Processing (MMSP)},
pages={},
year={2025},
organization={IEEE}
}
```